{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "任务一：\n",
    "输入1（cycle）2（EMG_retus_femoris_l=emg_rf_l），输出4（muscleForce_retus_femoris_l=mf_rf_l）\n",
    "\n",
    "似乎把2做整体输入时，cycle可以省略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda:0\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import random\n",
    "import scipy.io as scio\n",
    "import numpy as np\n",
    "from visdom import Visdom\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "import torch.nn.init as init\n",
    "from torchsummary import summary\n",
    "from torchvision import transforms\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import datetime\n",
    "#import tool\n",
    "from tool import *\n",
    "import torch.nn.functional as F\n",
    "device=torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "print(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
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      "Setting up a new session...\n",
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      "Setting up a new session...\n",
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      "Setting up a new session...\n",
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      "Setting up a new session...\n",
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      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
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      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n"
     ]
    }
   ],
   "source": [
    "# 可视化\n",
    "timeForSave = datetime.datetime.now().strftime('%Y_%m_%d_%H_%M_%S')\n",
    "Visdom_Dir = 'G:\\科研学习\\肌电信号\\Code\\musle force\\Visdom\\\\'\n",
    "if not os.path.exists(Visdom_Dir):\n",
    "    os.makedirs(Visdom_Dir)\n",
    "image_Dir ='/mnt/data/ZP_Project/Muscle/muscle/image_Mission1'\n",
    "if not os.path.exists(image_Dir):\n",
    "        os.makedirs(image_Dir)\n",
    "\n",
    "class visdom_account:\n",
    "    def __init__(self):\n",
    "        self.port = 8097\n",
    "        self.server = \"http://localhost\"\n",
    "        self.base_url = \"/\"\n",
    "        self.username = \"admin\"\n",
    "        self.passward = \"1234\"\n",
    "        self.evns = \"Muscle\"\n",
    "\n",
    "\n",
    "viz_acnt = visdom_account()\n",
    "\n",
    "viz = Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave)\n",
    "viz.delete_env('Muscle')  # 删除环境\n",
    "\n",
    "# viz.text('MONITOR: Show train process~~', win='Monitor',\n",
    "#          opts={'title': 'ProcessMonitor', },)\n",
    "# viz1.text('MONITOR: Show train process~~', win='Monitor',\n",
    "#           opts={'title': 'ProcessMonitor', },)\n",
    "viz = Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave)\n",
    "viz1 = Visdom(env=viz_acnt.evns,\n",
    "              log_to_filename=Visdom_Dir+'vislog_'+timeForSave)\n",
    "viz_batch = []\n",
    "for i in range(32):\n",
    "    viz_batch.append(Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the searching word is :Fast\n",
      "Transformed_redacted_GIL12_Fast2.mat\n",
      "Transformed_redacted_GIL04_Fast2.mat\n",
      "Transformed_redacted_GIL02_Fast3.mat\n",
      "Transformed_redacted_GIL11_Fast2.mat\n",
      "Transformed_redacted_GIL08_Fast1.mat\n",
      "Transformed_redacted_GIL06_Fast3.mat\n",
      "Transformed_redacted_GIL03_xFast2.mat\n",
      "Transformed_redacted_GIL01_Fast5.mat\n",
      "the searching word is :Free\n",
      "Transformed_redacted_GIL02_Free2.mat\n",
      "Transformed_redacted_GIL04_Free3.mat\n",
      "Transformed_redacted_GIL03_Free4.mat\n",
      "Transformed_redacted_GIL11_Free1.mat\n",
      "Transformed_redacted_GIL12_Free4.mat\n",
      "Transformed_redacted_GIL06_Free2.mat\n",
      "Transformed_redacted_GIL01_Free4.mat\n",
      "Transformed_redacted_GIL08_Free1.mat\n",
      "the searching word is :XSlow\n",
      "Transformed_redacted_GIL03_XSlow1.mat\n",
      "Transformed_redacted_GIL11_XSlow1.mat\n",
      "Transformed_redacted_GIL08_XSlow2.mat\n",
      "Transformed_redacted_GIL06_XSlow1.mat\n",
      "Transformed_redacted_GIL01_XSlow2.mat\n",
      "Transformed_redacted_GIL04_XSlow1.mat\n",
      "Transformed_redacted_GIL02_XSlow2.mat\n",
      "Transformed_redacted_GIL12_XSlow1.mat\n",
      "the searching word is :slow\n",
      "Transformed_redacted_GIL12_slow4.mat\n",
      "Transformed_redacted_GIL04_slow3.mat\n",
      "Transformed_redacted_GIL06_slow2.mat\n",
      "Transformed_redacted_GIL08_slow4.mat\n",
      "Transformed_redacted_GIL03_slow3.mat\n",
      "Transformed_redacted_GIL11_slow2.mat\n",
      "Transformed_redacted_GIL01_slow3.mat\n",
      "Transformed_redacted_GIL02_slow1.mat\n"
     ]
    }
   ],
   "source": [
    "#读取并合并\n",
    "#尝试直接把数据相加\n",
    "Dir = '/mnt/data/ZP_Project/Muscle/muscle/Transed_Data/'\n",
    "filenames = os.listdir('/mnt/data/ZP_Project/Muscle/muscle/Transed_Data')\n",
    "# Dir = 'G:\\科研学习\\肌电信号\\Code\\musle force\\Transed_Data\\\\'\n",
    "# filenames = os.listdir('G:\\科研学习\\肌电信号\\Code\\musle force\\Transed_Data')\n",
    "\n",
    "set = []\n",
    "key_words =['Fast','Free','XSlow','slow']\n",
    "for word in key_words:\n",
    "    data_emg = []\n",
    "    data_mf = []\n",
    "    print('the searching word is :'+str(word))\n",
    "    for i in range(len(filenames)):\n",
    "        filename = filenames[i]\n",
    "        if word in filename:\n",
    "            print(filename)\n",
    "            data = scio.loadmat(Dir + str(filename))\n",
    "            filenames[i] = 'None'\n",
    "            data1 = data['emg_rf_l']\n",
    "            #data1 = data1.squeeze()\n",
    "            data2 = data['mf_rf_l']\n",
    "            #data2 = data2.squeeze()\n",
    "            data_emg.append(data1)\n",
    "            data_mf.append(data2)\n",
    "\n",
    "    data_emg = np.array(data_emg)\n",
    "    data_mf = np.array(data_mf)\n",
    "    set.append(MuscleData1(data_emg,data_mf))\n",
    "\n",
    "    # sampel = next(iter(set))\n",
    "    # print(sampel,'\\nnnnnnn')\n",
    "\n",
    "# train_dataset, test_dataset = torch.utils.data.random_split(set,[28,4])\n",
    "\n",
    "# train_loader =torch.utils.data.DataLoader(train_dataset, batch_size=2, shuffle=True, pin_memory=False)\n",
    "# test_loader =torch.utils.data.DataLoader(test_dataset, batch_size=1, shuffle=True, pin_memory=False)\n",
    "# train_test_loader = torch.utils.data.DataLoader(set, batch_size=1, shuffle=True, pin_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"此代码块为Net训练\"\"\"\n",
    "Net = []\n",
    "train_loader =[]\n",
    "test_loader = []\n",
    "for i in range(4):\n",
    "        net = CNN_Net()\n",
    "        net.apply(weights_init)\n",
    "        net.to(device)\n",
    "        Net.append(net)\n",
    "        train_loader.append(torch.utils.data.DataLoader(set[i], batch_size=4, shuffle=True, pin_memory=False))\n",
    "        test_loader.append(torch.utils.data.DataLoader(set[i], batch_size=1, shuffle=True, pin_memory=False))\n",
    "\n",
    "\n",
    "criterion = torch.nn.MSELoss()\n",
    "epoch_num = 1000\n",
    "for i in range(4):\n",
    "        optimizer = torch.optim.Adam(Net[i].parameters(),\n",
    "        lr=0.000002)\n",
    "        vizx = 0\n",
    "        #开始训练\n",
    "        for epoch in range(epoch_num):\n",
    "                #n = 0   #此n用于visdom画图。每个epoch对每个样本进行画图\n",
    "                for batch in train_loader[i]:\n",
    "                        vizx+=1\n",
    "                        data,label = batch\n",
    "                        data = torch.as_tensor(data).to(device)\n",
    "                        #print(data.shape)       #torch.Size([1, 101, 1])\n",
    "                        label =torch.as_tensor(label).to(device)\n",
    "                        #print(data.shape)\n",
    "                        #data = data.reshape(-1,1,1)\n",
    "                        #print('data',data.shape)\n",
    "                        data = data.reshape(-1,1,101)  #CNN需要,FC时注释掉\n",
    "                        pred = Net[i](data)\n",
    "                        pred = pred.reshape(-1,101,1)    #CNN徐，FC时注释掉\n",
    "                        #print('pred',pred.shape)\n",
    "                        #print('label',label.shape)     #label torch.Size([101, 1])\n",
    "                        loss = criterion(pred,label)\n",
    "                        optimizer.zero_grad()\n",
    "                        loss.backward()\n",
    "                        #viz.line([float(loss)],[vizx],win='loss', name='loss-batch', update='append')\n",
    "                        viz_batch[i].line([float(loss)],[vizx],win='loss'+str(i), name='loss'+str(i), update='append',opts=dict(title='loss'+str(i)))\n",
    "                        optimizer.step()\n",
    "                        #n +=1\n",
    "                        #print(loss)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0th class\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WkbHAWbgBsAEGqepiccOjvARcCBzypi863jqSk5PVf1a5ULZsgSlTYMAANyjH8aSlueH3HnwQHn208OsyppxasWIFp5xySrjDKPdy2w8ikqqqybnNX5A69zSgt6oeEJFYYJaIfOm9do+qTsox/wVAC+92BjDSuw++xES46aaCzRsXB40bW8ndGFMu5Fsto84B72msdztecb8fMN573zzcQNqJxQ81CKzFjDGmnChQnbuIRIvIYmAb8I2qzvdeekJElojICyLiP93bANgY8PZN3rScyxwqIikikrJ9+/aib0Fh+JN7CY3XbYwx4VKg5K6qWaqaBDQEOonIqcA/gVZAR6A2bsDsAlPVUaqarKrJdevWLVzURdWyJRw44FrZGGNMBCvsANl7gGnA+aq6xat6SQPGAJ282TYDjQLe1tCbFn7WYsYYU07km9xFpK6I1PQeVwLOAVb669G91jGXAv4xsD4FBojTGdirqltCEHvh+XuN/PHH8MZhjDEhVpCSeyIwTUSWAAtxde6fAxNE5GfgZ6AO8Lg3/xRgLbAaeAP4W9CjLqr69V2Lmdmzwx2JMaYY8usmd/LkySxfvrwEIyp98m0KqapLgHa5TO+dx/wKDC9+aCHSrRt8+607qZrbkHzGmDJv8uTJ9O3bl9atW4c7lLAp21eoFkXXru6E6tq14Y7EGFMITzzxBC1btqRbt26sWrUKgDfeeIOOHTvStm1brrjiCg4dOsScOXP49NNPueeee0hKSmLNmjW5zhfpyn7HYYXVrZu7nz0bmjULbyzGlDF33nlnvt3nFlZSUhIv5tMhmX9wjsWLF5OZmUn79u3p0KEDl19+OUOGDAHgwQcfZPTo0dx2221ccskl9O3blyuvvBJw/cTkNl8kK38l99atoWZN8DoDMsaUfj/88AOXXXYZlStXpnr16lxyySUALF26lO7du3PaaacxYcIEli1bluv7CzpfJCl/JfeoKOjSxZK7MUWQXwm7pA0aNIjJkyfTtm1bxo4dy/Tp04s1XyQpfyV3cFUzK1bAzp3hjsQYUwA9evRg8uTJHD58mP379/PZZ58BsH//fhITE8nIyDimS96c3ermNV8kK7/JHWDOnPDGYYwpkPbt23PNNdfQtm1bLrjgguwRmP79739zxhln0LVrV1q1apU9/7XXXsszzzxDu3btWLNmTZ7zRbJ8u/wtCUXu8reoDh92ozHddRfk0h+0MeYo6/K3dChsl7/ls+ReqRIkJ1u9uzEmYpXP5A6uaiYlBfIZ29AYY8qi8pvcu3aF9HRYuDDckRhT6pWG6tvyrCiff/lN7t27Q4UK4I2vaIzJXcWKFdm5c6cl+DBRVXbu3EnFihUL9b7y187dr3ZtGDoUXnsNHngAmjYNd0TGlEoNGzZk06ZNlNigOuZPKlasSMOGDQv1nvLZWsbv999dUr/+ehg9uuTXb4wxxWCtZfJSvz7cfLOrmrGOxIwxEaR8J3eA+++H2Fh4/PH85zXGmDLCkntioiu9jx8Pq1eHOxpjjAmKggyzV1FEFojITyKyTEQe9aY3EZH5IrJaRCaKSAVvepz3fLX3euMQb0Px3XefaznzwAPhjsQYY4KiICX3NKC3qrYFkoDzvbFRnwJeUNXmwG7gJm/+m4Dd3vQXvPlKt8REVz3zwQcwc2a4ozHGmGLLN7mrc8B7GuvdFOgNTPKmj8MNkg3Qz3uO93ofbxDt0u3uu6FRI7jjDsjKCnc0xhhTLAWqcxeRaBFZDGwDvgHWAHtUNdObZRPQwHvcANgI4L2+F4jPZZlDRSRFRFJKRfvZypXh6adh8WIYMybc0RhjTLEUKLmrapaqJgENgU5AsfvMVNVRqpqsqsl169Yt7uKC45prXLcEDzwAe/eGOxpjjCmyQrWWUdU9wDTgTKCmiPivcG0IbPYebwYaAXiv1wDKxqgYIvDSS7B9u7s3xpgyqiCtZeqKSE3vcSXgHGAFLslf6c02EPjEe/yp9xzv9e+1NFwGW1AdOkCfPq5qxucLdzTGGFMkBSm5JwLTRGQJsBD4RlU/B+4D/i4iq3F16v7r90cD8d70vwP3Bz/sEBs8GNavhxkzwh2JMcYUSb4dh6nqEqBdLtPX4urfc04/AlwVlOjC5bLLoHp1V3rv1Svc0RhjTKHZFaq5qVwZrr0WJk2yE6vGmDLJkntebrzRjbX6/vvhjsQYYwrNknteOnWCU06xNu/GmDLJknteRNyJ1blzYeXKcEdjjDGFYsn9ePr3h6goePfdcEdijDGFYsn9eE44AZKSYNascEdijDGFYsk9P126wPz5kJmZ/7zGGFNKWHLPT5cucPAg/PxzuCMxxpgCs+Seny5d3P2cOeGNwxhjCsGSe35OPNENpG3JveRlZMA338CwYXDvveGOxpgyJd/uB8o9EVd6t+Resj78EIYMgd27j0674w5o0CDv9xhjslnJvSC6dHEdiW3ZEu5Iyo+XXoJatWDyZFi40E37/POwhmRMWWLJvSD89e5z54Y3jvIiMxNSU6FvX+jXz3XD3LixJXdjCsGSe0G0awdxcVY1U1JWrIBDh6BjR/dcBC6+GL791k03xuTLkntBVKgAycmW3EuKvxrGn9zBJfcjR+C778ITkzFlTEFGYmokItNEZLmILBORO7zpj4jIZhFZ7N0uDHjPP0VktYisEpHzQrkBJaZLF1dVcORIuCOJfAsXuv70W7Q4Ou2ss6BaNfjss/DFZUwZUpCSeybwD1VtDXQGhotIa++1F1Q1ybtNAfBeuxZoA5wPvCoi0SGIvWR16QLp6bBoUbgjiXwLF7p/SlEBX88KFeC881y9exkatdGYcMk3uavqFlVd5D3ejxs/9Xjt0foB76lqmqquA1aTy4hNZc6ZZ7r72bPDG0ekS0uDJUuOrZLxu/hi12LJDrDG5KtQde4i0hg35N58b9KtIrJERN4SkVretAbAxoC3bSKXg4GIDBWRFBFJ2b59e+EjL2n16kHbtvDee+GOJLL99JO7eCm35H7hhe7kqlXNGJOvAid3EakKfAjcqar7gJFAMyAJ2AI8V5gVq+ooVU1W1eS6desW5q3hM2SIKzWmpIQ7ksi1YIG7zy2516nj/kFZcjcmXwVK7iISi0vsE1T1IwBV3aqqWarqA97gaNXLZqBRwNsbetPKvhtucOOrvv56uCOJXAsXQkICNGqU++vnnw8//gj79pVsXMaUMQVpLSPAaGCFqj4fMD0xYLbLgKXe40+Ba0UkTkSaAC2ABcELOYxq1HADZ7/7riWXUFm40A1xKJL76506uROqqaklG5cxZUxBSu5dgf5A7xzNHp8WkZ9FZAnQC7gLQFWXAe8Dy4GvgOGqmhWa8MNg2DDXBfCECeGOJPLs3++GNMytSsYvOdnd+9vCG2NylW/HYao6C8itGDXlOO95AniiGHGVXsnJ7orV115ziT6vEqYpvNRUVyo/XnKPj4emTS25G5MPu0K1sETg5ptdc7358/Of3xTc8U6mBurY0ZK7Mfmw5F4U110HVavC44/bBTXBlJoKJ53kWsUcT8eO8NtvUBaa0BoTJpbci6JaNfj3v+GLL+DNN8MdTeRYsQJOPTX/+fwleyu9G5MnS+5FdfvtcPbZcOed8Ouv4Y6m7PP53OfYsmX+87Zv77omsORuTJ4suRdVVBSMHeu6Ar7hBndVpSm6jRtdp2wnn5z/vFWrwimnWHI35jgsuRdHgwbugqYFC+Dpp8MdTdm2apW7L0hyh6MnVe2chzG5suReXFddBRdd5IaFS08PdzRlV1GS+7ZtrsRvjPkTS+7BcOutruXGxx+HO5Ky65df3InqE04o2Px2UtWY47LkHgznngtNmrgLm0zRrFrlTqYW9KKw00+H2FhL7sbkwZJ7MERFuQubpk93l8+bwlu1quBVMuBOZLdta8ndmDxYcg+WwYNdSdJ6jCy8Q4dgw4bCJXdwVTMpKZAVOV0XGRMsltyDJSEBrrjCNY88fDjc0ZQtq1e7+8Im927dXO+cP/0U/JiMKeMsuQfTsGGwZw+8/364IylbCttSxq9XL3f//ffBjceYCGDJPZh69HAX17z6argjKVv8yb1Fi8K9LzHRfd6W3I35E0vuwSQCt9ziLmqyE30Ft2oVNGwIVaoU/r29e8PMmXaFsDE5WHIPtoED3eXxr7wS7kjKjsK2lAnUu7cbPMUOpsYcoyDD7DUSkWkislxElonIHd702iLyjYj86t3X8qaLiLwsIqtFZImItA/1RpQq1atD//7w3nuwY0e4oyn9VN0FTEVN7med5f4xffddcOMypowrSMk9E/iHqrYGOgPDRaQ1cD/wnaq2AL7zngNcgBs3tQUwFBgZ9KhLu+HDIS0N3nor3JGUftu2wd69RU/u8fGQlGT17sbkkG9yV9UtqrrIe7wfWAE0APoB47zZxgGXeo/7AePVmQfUzDGYduRr08aVKF991dpg58d/MrUgXf3mpXdvmDPHmqAaE6BQde4i0hhoB8wH6qnqFu+lP4B63uMGQGBvTpu8aTmXNVREUkQkZXskjqhz661utKApeQ41a6DozSAD9e7tOm2bMyc4MRkTAQqc3EWkKvAhcKeq7gt8TVUVKFTfq6o6SlWTVTW5bt26hXlr2dCvn+sS+D//sdL78fzyi+tK4MQTi76M7t0hJsaqZowJUKDkLiKxuMQ+QVU/8iZv9Ve3ePfbvOmbgUYBb2/oTStfYmPhySdh3jx3b3K3cqVr3x4dXfRlVKsGnTpZcjcmQEFaywgwGlihqs8HvPQpMNB7PBD4JGD6AK/VTGdgb0D1Tfly/fXwl7/Aww+7tu/mWKruc2kfhAZVvXu75pC7dxd/WcZEgIKU3LsC/YHeIrLYu10IPAmcIyK/Amd7zwGmAGuB1cAbwN+CH3YZIeJOqjZo4BL9gQPhjqh0Wb/etZbp3Ln4y+rb11V/ffFF8ZdlTASIyW8GVZ0F5NXJdp9c5ldgeDHjihw1a8Lbb0PPnq7vmfHjXRfBxlVZQXCSe8eOUL8+fPSRG9PWmHLOskxJ6NEDHnsMJkyAu+6ycT/95s2DypXhtNOKv6yoKLjsMvjqK9eFsDHlnCX3kvKvf8Gdd8LLL8P/+3/5z79vH7zzDtx9t6tP7trVNauMpAPD3LmuxB2T7x/IgrnsMtfW/euvg7M8Y8owS+4lRQSefx7++ld44gl4+um851271rX+uP56GDHC9Z3yxx9uIO5zz42M/ssPH4YffwxOlYxfjx5Qu7aNZWsMltxLlogbZ/Waa+C+++CTT/48z7x5LuFt3w5ffgn798P8+bBiBbz0EixaBGeccfTin7Lqxx8hMzO4yT02Fi6+GD77zHqJNOWeJfeSFh0NY8ZAcrI78bdsmZvu88Ho0W4AiurVXZXF+ee7hAVQoQLcfjssXQqVKrn+a8pyFU0wT6YGuvxyN2DK9OnBXa4xZYwl93CoVMlVHVSp4q5knTbNDRn317+66pi5c/PuayUx0V31+t13rufJsmruXGjcGE44IbjLPecc97l+9FH+8xoTwSy5h0vDhi4BbdjgTpiuXu1K9NOmQX7dMQwd6kr+f/+761GxLPJXPwVbpUpwwQUwebL7N2RMOWXJPZy6dHGl73/+09WhDxpUsDbw0dEwciRs3VqwljelzaZN7haK5A5w5ZXuBLT18W7KMUvu4Xb55a6apVatwr0vORn+9jc34pO/3r6smD/f3Z95ZmiW36+f6+f9jTdCs3xjygBL7mXZo4+6If0efDDckRTO3LmuJ8ikpNAsv2JFGDDAVc1s25bv7MZEIkvuZVl8vLvIafLko61PSjtV+OYb6NDBtQAKlSFDXHPIcePyn9eYCGTJvay76y53AvaBB8pG08jvvoMlS+DGG0O7nlNOcS2Q3nijbHwuxgSZJfeyzl8tM20afPttuKPJ39NPu+aPJdG515Ah8OuvMGNG6NdlTCljyT0S3HwznHSSa3VTmpv/LV7sqmTuuMPVuYfalVdCjRp2YtWUS5bcI0FcnBsQJDW1dF+Z+cwz7p/GsGEls77Kld0/hA8/dN05GFOOFGQkprdEZJuILA2Y9oiIbM4xeIf/tX+KyGoRWSUi54UqcJPDtde6UuqYMeGOJHfr18PEie5fRs2aJbfeW291J1afeabk1mlMKVCQkvtY4Pxcpr+gqknebQqAiLQGrgXaeO95VUSKMTimKbBKleC662DSpNJ51eoLL7iO0+68s2TX26qVG+rwlVfcRV/GlBP5JndVnQnsKuDy+gHvqWqaqq7DDbXXqRjxmcK48UY4cqT09Tlz4ID7R3Htta7bhZL20EPuczleN8vGRJji1LnfKiJLvGob/+WVDYCNAfNs8qb9iYgMFZEUEUnZbvWhwdGhgxvV6K23wh3JsSZOdF0Xl1Rde04tW7q691dfhS3lc6x2U/4UNbmPBJoBScAW4LnCLkBVR6lqsqom182voyxTMCJw002wYIHrGri0GDUKWrd2femEy//7f67u/amnir6MPXvc1bUTJsCzz8K6dUELz5hgK1JyV9Wtqpqlqj7gDY5WvWwGGgXM2tCbZkrK9de7PuBLy4nVn35yB5uhQ93BJ1yaN4eBA91gKevXF/79v/7qmpt26eL+BdxzjxsicObMoIdqTDAUKbmLSGLA08sAfzHxU+BaEYkTkSZAC2BB8UI0hVKnjus4a/x4SE8PdzSujXlcHPTvH+5IXHPR2Fj376aw1wM8+qgr+X/8MSxf7v4Z1akDZ59deg6kxgQoSFPId4G5wMkisklEbgKeFpGfRWQJ0Au4C0BVlwHvA8uBr4DhqpoVsuhN7gYPhh074IsvwhvHoUPw9ttw1VVubNNwO/FEeO45+P57eP31gr9v2TI3WPltt8Gll7quDdq0cVU0Z53lTmTfcosb69aY0kJVw37r0KGDmiDKyFBNTFS9+OLwxjFmjCqozpgR3jgC+Xyq556rWqWK6po1BXvPFVeoVqumumPHn19LT1e9+25VEdVmzVRnzQpuvMYcB5CieeRVu0I1EsXEuC5vp0wJb9vu0aPh5JOhe/fwxZCTCLz5phvw5MYb86+eWbTIXeF6112uF86cYmPdBVLTp0NWFvTo4bpX2LMnFNEbU2CW3CPVoEEu2fzvf+FZ//79MGeOq5IJ54nU3DRqBC++6DoUGzr0+An+oYfcQCp///vxl9mjh+vt8uab4b//dQe1ceNKd18/JqJZco9UrVq5YezGjg1Pl7ezZ7vEdtZZJb/ughg0yCXu0aNd75G5JeG333bnLe65x3XtkJ9q1Vxb+pQUaNrUraNbN9dhmjElzJJ7JBs0yLXqSE0t+XXPmOGqh0I1lF5xibgWMA8/7C76uummY1sXffONq7bp3Tv/UntO7du7g9uYMW7g8w4d3MlYq6oxJciSeyS75ho35NzYsSW/7hkzXDvwKlVKft2F8cgj7jZ2LLRo4S64mj/fjW3bujV89FHRuieOinIH11WrXEuaV1+FTp1csjemBFhyj2Q1a8Jll7lmfEeOlNx6Dx6EhQtdPXRZ8PDD8PXXUL++qzPv3Nk13fzyy4JVxxxPrVowYoQ72O3aBWecAT/8EJy4jTkOS+6R7sYbYfduePfdklvnvHmQmVl669tzc+657gTwV1+5q3z9yT5YunVzn4v/wqdJk4K3bGNyIVoKxpdMTk7WlJSUcIcRmVShXTtIS3MX40SVwPH8oYfgiSfcQaV69dCvryzZtQsuvtg1sZwzx+0bY4pIRFJVNTm316zkHulE4P77YeVK+OSTklnnjBnupKIl9j+rXdt1YVCnjqvX37kz3BGZCGXJvTy48kpo1gyefDL0zSKPHHEnJMtSlUxJS0hw1TK//+6qgLKshw4TfJbcy4OYGNdWe8GC0I+xOn++qwKy5H58Z5zhLnb6+mt47LFwR2MikCX38mLgQDjhBFd6D6UZM1xVULduoV1PJBgyxPWW+fjjrnWRMUFkyb28qFjR9Y8ydao7kRcqM2bA6ae7JoDm+ETg5ZchMdH15JmWFu6ITASx5F6e3HKL61flr38NTSJ5913Xne7FFwd/2ZGqZk3X5/2yZe6KWWOCxJJ7eVKtmrsCc8UK+Pe/g7vsBQtc6bN7dzeknSm4Cy5wn91TT1n1jAkaS+7lzfnnu/r3J5+EH38MzjI3bXKjP9Wv77rHrVAhOMstT55/3lXP9O8PBw6EOxoTAQoyEtNbIrJNRJYGTKstIt+IyK/efS1vuojIyyKyWkSWiEj7UAZviuj551076xtvLNpQfFlZ7pL6wYPhnHMgOdl1OfDZZ2CDnRdNzZquF8pff3XVZ6Xg4kJTthWk5D4WOD/HtPuB71S1BfCd9xzgAty4qS2AocDI4IRpgqp2bRg50nVF2707/PJLwd+7c6erRrjtNndydv9+1zLm88/d0HOm6Hr1clf3/u9/Ni6rKbZ8k7uqzgR25ZjcDxjnPR4HXBowfbw3AtQ8oGaOwbRNaXHZZfD++66k2K4dvPZa/qXFH390pfQZM9xoRps3u/5SJk0qO52ElXYPPui6Gb71VneS1ZgiKmqdez1V3eI9/gOo5z1uAGwMmG+TN+1PRGSoiKSISMr27duLGIYplquugp9/diXvW26Bnj1d/+85ZWW5oeTOPNN1CPbDD67/cxN80dEwYYI7+X3lle6fUWl0+LBVHZVyxT6h6g3SWui9rKqjVDVZVZPrWj1t+DRo4Lq2HTXKJfakpKPt4RcvdqMKde8O997rqmNSU12/5CZ0TjgB3nvPVZcNHly6kuju3TBsmOunv0sX990pTfGZbEVN7lv91S3e/TZv+magUcB8Db1ppjSLinJXS/7yiyuRv/QSnHeeq67p2NF1OjZhghu4IiEh3NGWD716uRZNH34Izz4b7mhcAn/7bTc27BtvwA03uL5xLrzQHeytCqnUKWpy/xQY6D0eCHwSMH2A12qmM7A3oPrGlHbx8fD667Bhg6t6+egjNwTd8uVw3XWlb6DrSHf33a5q5v773cVh4TR2LAwY4DqgS02F8ePd+Zo334SNG915glWrwhujOUa+/bmLyLtAT6AOsBV4GJgMvA+cCPwGXK2qu0REgBG41jWHgMGqmm9H7dafuzF52L/fdTL2xx8wcyacemrJx7B6tauu69gRvv3WnRcItHKl6yguJsbF2KxZycdYTh2vP3cbrMOY0m7dOuja1T2eNQuaNi25dWdkuHWvXg0//eS6r8jNzz+7E/JVq7rBwRs2LLkYyzEbrMOYsqxJE/jmG9cf0DnnwJYSrOl89FHXJcKoUXkndoDTTnMx7twJf/tbycVn8hQT7gCMMQXQpg1MmQJ9+rgxWKdOdS2dgmHmTLjvPre89u3dwWTRInfeZcECdyXzlVfmv5z27d1FWPfd51rRXHBBcOIzRWLVMsaUJdOnu1434+Ndgm/ZsnjL++UX6NwZKld23UKvWeOmV6jg6th793bJukqVgi0vLc2V4kVcVY31MxRSVi1jTKTo2dMl+EOH3MVnqalFX9auXdC3rztBOnOmq1ffs8ddibx3r6vff+yxgid2gLg4ePFFd9B4+eWix2aKzZK7MWVNhw4u8Vau7JL91KmFX0Z6OlxxBfz2G0yefPQkbY0armVMxYpFj+/CC+Gii1x9fUmeHzDHsORuTFnUsqUbUatpU5dIx43L/z2BHnrI/QMYPfpoS5xgeuEFN1j6M88Ef9mmQOyEqik1fD4fy5cvZ/bs2cyePZvff/+dmjVrUrNmTU466STOPfdckpOTic7Zzrq8ql/fVadccQUMGuT61X/ggfwvNps3zyXdv/7VXWkaCi1auM7pxo2D//yneP8ETNGoathvHTp0UFN++Xw+/eyzz7R169b+foq0Xr162rlzZ23durXWr19fRUQBjY+P14EDB+qcOXPU5/OFO/TSIS1N9frrVUF10CD3PC+HDqm2bKl64omqe/eGNq5vvnExTZgQ2vWUY0CK5pFXw57Y1ZJ7ubZo0SLt0aOHAtqyZUt944039Ndff/1T4t6xY4e+88472r9/f61WrZoC2q5dOx09erQeOXIkTNGXIj6f6sMPu590jx6qO3bkPt9dd7l5vv029DFlZak2bap61lmhX1c5ZcndlErjx4/XuLg4TUhI0JEjR2p6enqB3rd//34dOXKknnrqqQpo/fr19bnnntP9+/eHOOIyYMIE1bg41WbNVJcvP/a1SZNURVT/9reSi+fJJ12aWbmy5NZZjlhyN6VKZmam3nPPPQpor169dEdepcx8+Hw+nTp1qvbq1UsBrV27tj7++OO6N9TVDaXdnDmq9eqpVqum+vnnqhkZqvfe637uHTuqluRB8I8/VGNiVP/xj5JbZzliyd2UGmlpadqvXz8FdPjw4QUuredn3rx5evHFFyugNWvW1Mcee0z37dsXlGWXSRs2qLZv70rqp57qfurDhqmGowrryitV4+PDs+4IZ8ndlAqBif3ll18OyTpSU1Oz11GnTh19/vnn9fDhwyFZV6l38KDqtdeqVq6sOm5c+OKYOtWlmnfeCV8MEcqSuwm79PR0veyyyxTQESNGhHx9CxYs0LPPPlsBbdSokU6cOLH8tq4Jd4k5K8udA+jaNbxxRKDjJXe7iMmEXFZWFjfccAMff/wxL730EsOHDw/5Ojt27Mg333zDd999R3x8PNdccw19+vRhWXkcMSguLrzrj4pyA37Pnl287hJMoRQruYvIehH5WUQWi0iKN622iHwjIr9697WCE6opi1SV22+/nffff59nnnmG22+/vUTX37t3b1JSUnj11VdZvHgxbdu25eGHHyY9Pb1E4yj3Bg92fdT897/hjqR0OXgwdMvOq0hfkBuwHqiTY9rTwP3e4/uBp/JbjlXLRK7HHntMAb3nnnvCHYpu375d+/fvr4AmJSXpTz/9FO6Qypfhw1UrVFDdujXckZQOPp9qrVqq999f5EVQwtUy/QB/RxfjgEtDsA5TBowaNYqHHnqIAQMG8OSTT4Y7HOrUqcP48eOZPHkyv//+O8nJybz44ov+QokJtVtvdR2WjRoV7khKh9WrYffu0A1LmFfWL8gNWAcsAlKBod60PQGvS+DzHO8dCqQAKSeeeGKRj1ymdJo0aZJGRUXphRdeGLTmjsG0Y8eO7FY1l156qe7atSvcIZUP556rmpioWgq/EyVuwgTXpmXx4iIvghCW3LupanvgAmC4iPTIceDw9xWS20FllKomq2py3bp1ixmGKU2mTZvGddddxxlnnMH7779PbGxsuEP6k/j4eD7++GNeeOEFvvjiC9q1a0eqnewLvdtvd90AT5oU7kjCb8ECqFTJjbIVAsVK7qq62bvfBnwMdAK2ikgigHe/rbhBmrJj0aJF9OvXjxYtWvD5559TpTADPZQwEeHOO+9k1qxZqCpdu3Zl7Nix4Q4rsl1wAZx8Mjz+OGRlhTua8Fq40A1NGBOaznmLnNxFpIqIVPM/Bs4FlgKfAgO92QYCnxQ3SFM2LF26lPPPP59atWrx9ddfU7t27XCHVCCdOnUiJSWFrl27MnjwYP72t79Za5pQiYpyiX35chg/PtzRhE9GhhuntlOnkK2iOCX3esAsEfkJWAB8oapfAU8C54jIr8DZ3nMT4ZYuXUqvXr2IjY3l22+/pUGwBm8uIXXr1uXrr7/m7rvvZuTIkfTs2ZPNmzeHO6zIdMUVbnzWhx6Cw4fDHU14LFvmBjPp2DFkqyhyclfVtara1ru1UdUnvOk7VbWPqrZQ1bNVdVfwwjWlkT+xV6hQgenTp9OiRYtwh1QkMTExPPPMM0ycOJElS5bQoUMHZs6cGe6wIo8IPPWUG1zklVfCHU14LFjg7ktpyd0YZs6cyVlnnVXmE3ugq6++mvnz51O9enV69+7N008/jc/nC3dYkaVXLzjvPDdK05494Y6m5C1cCLVrHx27NgQsuZsie+uttzj77LNJSEhg5syZEZHY/dq0acPChQu59NJLue+++7jgggvYunVruMOKLE8+6dp5P/FEuCMpeQsXuiqZ/IZELAZL7qbQ0tLS+Mc//sFNN91Ez549mTt3Ls1CdSFGGNWoUYMPPviA1157jZkzZ9K2bVs+//zzcIcVOZKS4Kab3GDaKSnhjqbkHDoES5dCx46kpaVx5MiRkKzGkrsplNmzZ5OUlMTzzz/P8OHDmTJlCjVr1gx3WCEjItx8880sXLiQhIQELr74Yq677jq2b98e7tAiw7PPQr16ru+Z8tJC6ccfycjK4o3du2nZsiUvvvhiSFZjyd0UyJo1a7j55pvp1q0bhw8f5ssvv2TEiBHEhKiNbmlz6qmnkpKSwqOPPsqkSZM45ZRTGD16NFnlva12cdWsCa+/7kqy//lPuKMJufT0dN767385GRj6yiskJiZyxhlnhGZleV26WpI36zisdDp48KBOmTJFL774YhURjYmJ0TvuuKPcj1W6dOlS7dq1qwJ6+umn69SpU8MdUtl3ww1uOL5iXIpfmu3bt0+fe+45bdiwoQLaITZWv/jii2KPMcBxuh8QLQWdJiUnJ2tKeapzKyVUlYMHD7J792527drFpk2b2LhxI2vXrmX27NksXLiQjIwM6taty7Bhwxg2bBj169cPd9ilgqoyadIk7rvvPtatW0fv3r158MEH6dmzJxLCk2QRa+dOdxl+jRowd65rSRIBfvzxR958800mTJjA3r176dmzJ/euXMn5Z56JfPRRsZcvIqmqmpzra5bcI1tWVhY//fQTS5YsYenSpaxYsYItW7awdetWtm3bRmZm5p/eExsbS4cOHejRowc9evSgT58+VKxYMQzRl35paWmMHDmSp59+mi1bttClSxfuvfde+vbtS3R0dLjDK1t++AHOPhvOPBOmToUKFcIdUaGpKitWrODjjz9m0qRJLF68mIoVK3LFFVdw26BBnPHqq/Dxx/Dqq3DLLcVenyX3cmbfvn188sknTJkyhalTp7Jrl7uOLC4ujlatWtGwYUPq1atHQkICtWvXplatWtSqVYsGDRpw4oknUq9ePUtMhXTkyBHeeustnnrqKTZs2EDTpk259dZbGTx4cESfcA66d96B66+HAQNg7NiQNhUMlu3btzN9+nSmTZvGN998w+rVqwE444wz6N+/P9dddx211q2Dq66CDRvcBVx33RWUbTtecg97fbtanXtQ+Hw+nTNnjg4ePFgrV66sgCYkJOiAAQN0woQJunLlSs3MzAx3mBEvIyNDP/jgA+3WrZsCWqlSJb3xxht1wYIF5XcM18J67DHXFe7997sBLUoRn8+nv/zyi44ZM0ZvuukmbdWqlb/nW61atapeeOGFOnLkSN28ebN7w969qvfcoxobq9qwoers2UGNBxsgO3JlZmbq+++/r8nJydlfsCFDhuicOXM0Kysr3OGVa6mpqTpkyJDsg21SUpK+8sorumfPnnCHVrr5fKpDh7r0NGhQWPt+z8rK0iVLlujLL7+sl19+uSYkJGQn81q1amnfvn31//7v/3Tu3LnHjluQnq46ZozqCScc3Y7t24MenyX3CHT48GF97bXXtFmzZgpoixYtdOTIkeW+JUtptGfPHh0xYoS2bds2uzTfv39//f777+0AnBefT/WRR1yKOuccVwIukdX6dNWqVfrqq6/qlVdeqfHx8dnJvHHjxtq/f399/fXXdenSpbnvu927VZ95RrVRIxf7GWeozp8fsngtuUeQffv26bPPPquJiYkKaKdOnfTDDz+0KpcywOfz6cKFC/Xmm2/W6tWrK6AnnXSS/utf/9Kff/453OGVTmPGuCaSzZurzpwZ9MVnZWXpzz//rK+99pr+5S9/yf5dAdqoUSMdOHCgjh07VtevX5/3Qg4fVv34Y9Vrr1WtUsWl1Z49VT/5RDXEB+/jJXc7oVpGrF27lv/+97+MHj2a/fv307t3bx544AF69+5tTe/KoMOHD/Pxxx8zduxYvvvuO3w+H61bt+aKK67gggsuoFOnTkE9qa2qbNy4kZUrV7JmzRrWrFnDb7/9xrZt29i+fTu7du0iPT2dzMxMsrKyqFy5MlWqVKFatWokJCSQmJhIYmIiJ510Ek2aNKFp06Y0adKkZFpRzZwJgwbBunUwfDj83/9BtWqFXsyRI0dYvXo1S5YsYcmSJSxatIj58+ezb98+ABITE+nZsydnnXUWffr0oVmzZrn/tg4dgiVLXFwzZrj7AwegTh3XnfHNN0O7dsXc6IKx1jJl1K5du/joo4947733+P7774mOjubqq6/mjjvuoFMIuwo1JWvr1q18+OGHTJw4kVmzZuHz+ahVqxY9e/akY8eOJCcnc/rpp5OQkJDvgXzv3r389ttvrFmzhhUrVrBy5UpWrFjBihUrOHjwYPZ8cXFxNG7cmHr16lG3bl1q165NXFwcsbGxiAiHDx/m4MGD7N27l23btrFlyxa2bNlCWlpa9jJEhAYNGtCsWTOaNWuWnfRPPPFEGjVqRP369YM3xOLBg/Cvf8HLL0NCAtxzDwwbRlbFiuzbt4+9e/eye/dudu7cyY4dO9i2bRu///47W7ZsYcOGDaxZs4ZNmzbhz3exsbG0adOGzp0707lzZ7p06ULz5s2Pfr779sFvv7nb+vXuwLJmjeuHfc0a8OfNVq2gZ0+47DLX02UJDykZscn9xx9/ZMyYMdnPRYTY2FgqVKhAhQoVqFixIpUqVaJy5cpUrlyZqlWrUqVKlexSSZUqVahYsWL2LSYmhujo6OwSk8/nw+fzkZ6eTnp6Omlpadkd/Rw5coSMjAwyMjKy24pHRUURHR1NXFxc9jqqVq1KtWrV8r1MPy0tjc2bN7Ns2TJmz57N7NmzmTdvHpmZmTRv3pzrr7+eoUOH2kVEEW7Xrl18++23fPnll8yaNSu7WR24hNywYUMSEhKoUKECcXFxZGVlsXfvXvbu3cv27dvZk6P73IYNG9KqVStat25N69atadWqFc2bNycxMZGoqML1PqKqbN26lXXr1rFu3TrWrFnD6tWrWb16NWvXruWPP/44Zn4RoU6dOtStW5eEhARq1apF9erVqV69OpUqVSIuLo4KFSogItlVCVlZWaSlpZGens6RI0c4dOgQhw4d4uDBgxw4cIADW7dyYMMG9h06xH4RDhwnf8XGxpKYmHjMAahFixacfvrptGrV6uiB59Ah+PJL18f6ggXw00+ut8pAlSpBkybuQqtTT3W3rl1dvzhhFJbkLiLnAy8B0cCbqprniExFTe6TJ0/mxhtvzH7u8/nIzMwkPT2djIyMIkQdOv5E7z/QREdHk5mZSUZGRnbpyC82Npb27dtz1llncfXVV9O+fXureimndu/eTWpqKitXrmTDhg1s3LiR7du3k5GRQXp6OiJCjRo1qFGjBvHx8TRu3Di76qRVq1ZUK0L1RVEdOnSI9evXs3HjRjZu3MimTZuyL5bbtm0be/bsyS5lHzly5Jh/AYH8BbRKlSodUzirVq0aVatWpWrVqlQ/fJhqS5ZQ/bffqAHUbNWKmj17Uqd7d+LbtqVuQgLx8fHHP4ClpcGbb7ouh7dscaXutm3duKbNmsFJJ7lbkybu30Ip/A2WeHIXkWjgF+AcYBOwEPiLqi7Pbf5QVMuoKmlpaRw+fDj7yJ/bzf8lO3z4cHZ9Y1ZWFiJCVFQUIpL9TyAuLi67lO8vdcTExBATE4OIZL83LS3tmHX6v9AHDhzILolkZmYSGxtLTEwM1apVo1GjRjRq1IjmzZvToUMHKlWqFNTPw5jSRlXJzMx0J/9EEBGio6MLV5BZtw7+9z8YN85VlwAkJkJyskvIdeu6Lg38y0xLc10d7NgBs2a5i4q6d3dD/nXvDnFxwd/QEApHcj8TeERVz/Oe/xNAVf8vt/mLmtynLvuDf370MyLuL2CUQExUFNFRQnSUkOVTsnxKps9HlIi7RUF09mPB51MyA+bL8kGWN+qOf5ng/7Ipqt6pdFXv3j2OihJio6OIjXLL9fN/vKqKT8Hn3fvfn/M1cuwOEYiOcl98yTEtJiqKwIKJKtnb7MuxnCiBKBFEjo3Bv50C2dN8Oabn5P+8Jcc0fzw+H6Rl+kjPzELVvRYVJdn7IMb7fLK8v+KBn4cA0VFRxEQdjTXL54/ZbRtAhegoYqPdvo6KAn806Zk+0rN8ZGT59/nRWMXblyJkP8/yHd3mKH+CyfGZBoqOEmKihdioKBePKj4f2bH5P3cR95lrwD4P/H6KgM/nvV/969GAfeDN732nRCR7u3w+zd726Kij++Ho98u938UT8J3K3u6jey7GW0Z0lJCR5X4DmVmK5DK/eN8h/28i2v9b8n5HWd6+8n++USLZn0uW9/lGeZ9vVPY+kWMKxFk+dfsw0wdydD+LQKZP8fn0mJ9I9jJQmuzcSPL6n2m3fglN/1hH9YP7qHVwDzG+Y3vu3F+xCvsqV+f32omM7341cxq3IyvH8v78vTn6ffCv/5jPLtPnfed9REe7XFAhOio7r2R6Xwz/53X0u6UMPLMxt/Up2kA3x0vuoeqvtQGwMeD5JuCYfi1FZCgwFODEE08s0koSa1TigtNOyP5xHP2CuZv/g48WQb0fTuA8qi7pxEQdTTrR0W5+IPs9x8SN/8sbmCTclzgjS92PLzuj4/1AJPvHHpio/csBN50c09Q7mPh/sH7+7fAflAKTbPYPPuBHk504vCSU2+v+0lN01J/Xn9uXO2ehwOcj+3ONEqFCTBRxMe5HGbgN/oOn4JKy/4Dj/4xUveVk6TGx+hOJP9Fk+nxkZCoZPh/4D4xAhZgoKsREEeMd9fzrPRq3t2XedyYq6ug2K96BxKfHbHPg55Tlfe7+g0d0VI6Elf1G93lHRR1NFj6FrCwvZtz80V6Bg4DviD/x+dTbziwXb4WYKCpEu3X4k3BWwBc0sCAQJUcTiX/bch6o1Ds4+ZcTE+2WHx3w2QXO6//8/AePowcnDdgWyZ7fv//8n5Pq0QTt85YXuA7Uxe/fhwAZWV6i977b/gNE9vcuOy7F56vHti4dmOJ9JjHeb7tCRhpZPiXDp2QgaGyF7INX5agozo+W7N+ff/sCC26B331XsHHPs3zus8v0afb3PTY6yssFPtIzlegod4DOLtD4An/Lbj+1PCE0VWdh64xbVUcBo8CV3IuyjNMa1uC0hqcFNS5jjIkEoRqsYzPQKOB5Q2+aMcaYEhCq5L4QaCEiTUSkAnAt8GmI1mWMMSaHkFTLqGqmiNwKfI1rCvmWqi4LxbqMMcb8Wcjq3FV1CjAlVMs3xhiTNxsg2xhjIpAld2OMiUCW3I0xJgJZcjfGmAhUKnqFFJHtwG9FfHsdYEcQwykLbJvLB9vm8qE423ySqtbN7YVSkdyLQ0RS8upbIVLZNpcPts3lQ6i22apljDEmAllyN8aYCBQJyX1UuAMIA9vm8sG2uXwIyTaX+Tp3Y4wxfxYJJXdjjDE5WHI3xpgIVKaTu4icLyKrRGS1iNwf7nhCQUQaicg0EVkuIstE5A5vem0R+UZEfvXua4U71mASkWgR+VFEPveeNxGR+d6+nuh1JR0xRKSmiEwSkZUiskJEziwH+/gu7zu9VETeFZGKkbafReQtEdkmIksDpuW6X8V52dv2JSLSvjjrLrPJ3RuE+xXgAqA18BcRaR3eqEIiE/iHqrYGOgPDve28H/hOVVsA33nPI8kdwIqA508BL6hqc2A3cFNYogqdl4CvVLUV0Ba37RG7j0WkAXA7kKyqp+K6Br+WyNvPY4Hzc0zLa79eALTwbkOBkcVZcZlN7kAnYLWqrlXVdOA9oF+YYwo6Vd2iqou8x/txP/oGuG0d5802Drg0LAGGgIg0BC4C3vSeC9AbmOTNEmnbWwPoAYwGUNV0Vd1DBO9jTwxQSURigMrAFiJsP6vqTGBXjsl57dd+wHh15gE1RSSxqOsuy8k9t0G4G4QplhIhIo2BdsB8oJ6qbvFe+gOoF664QuBF4F7A5z2PB/aoaqb3PNL2dRNgOzDGq4p6U0SqEMH7WFU3A88CG3BJfS+QSmTvZ7+89mtQc1pZTu7liohUBT4E7lTVfYGvqWvPGhFtWkWkL7BNVVPDHUsJigHaAyNVtR1wkBxVMJG0jwG8euZ+uANbfaAKf66+iHih3K9lObmXm0G4RSQWl9gnqOpH3uSt/r9s3v22cMUXZF2BS0RkPa6qrTeuPrqm9/cdIm9fbwI2qep87/kkXLKP1H0McDawTlW3q2oG8BFu30fyfvbLa78GNaeV5eReLgbh9uqbRwMrVPX5gJc+BQZ6jwcCn5R0bKGgqv9U1Yaq2hi3T79X1euBacCV3mwRs70AqvoHsFFETvYm9QGWE6H72LMB6Cwilb3vuH+bI3Y/B8hrv34KDPBazXQG9gZU3xSeqpbZG3Ah8AuwBvhXuOMJ0TZ2w/1tWwIs9m4X4uqhvwN+Bb4Faoc71hBse0/gc+9xU2ABsBr4AIgLd3xB3tYkIMXbz5OBWpG+j4FHgZXAUuBtIC7S9jPwLu6cQgbuH9pNee1XQHAtANcAP+NaEhV53db9gDHGRKCyXC1jjDEmD5bcjTEmAllyN8aYCGTJ3RhjIpAld2OMiUCW3I0xJgJZcjfGmAj0/wFZX5sYd52eUwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1th class\n"
     ]
    },
    {
     "data": {
      "image/png": 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xIgC33347J06coF69eowePZp//OMf+Zb7+eefM3ToUBo1aoSeaK7g/vWvfzF27FgaN27M8ePHsx6//vrr2bx58wUnVL1BFTZgb0hISJDMs8qGUaK0aqXHbN++vfjdH3PTooX++/vv3ll/PrZs2UKdOnUsKdv4W077QSmVKCIJOS2f79GolPpMKXVUKbUx22NvK6W2KqXWK6W+U0rFZnvuGaXUTqXUNqXUTUXfFMPwc6tWwcqVeoYlbyV20EMR/PGHHmnSMAqoIEfkF0Dnix5bBNQXkQbAduAZAKVUXaAfUM/9mo+VUn5wFsgwvODDDyEmRk/I4U19+ui/337r3XKMgJJvcheR5cCJix5bKCKZp3N/A6q6/+8OTBWRNBHZA+wEmnswXsPwD4cOwTff6MReurR3y7rySj1h9jffeLccI6B44rfkICDzbE8VYH+25w64H7uEUmqIUmq1Umr1MXMFnlHSjB0LDodukvGFPn1000w+PTwMI1OxkrtS6lnAARSujxAgIuNFJEFEEipUqFCcMAzDt9LSYNw46NoVrrrKN2X27q3/mqYZo4CKnNyVUvcAtwAD5O8uNweBatkWq+p+zDACx/TperwXX9XaAWrUgObNwYtd54zAUqTkrpTqDIwAbhWR7FcSzAb6KaXClVI1gKsBMyC1EVg+/hiuvto7Fy3lpU8fWLMGdu70bbl+KL9hcmfOnMnmzZt9GJH/KUhXyCnASqCWUuqAUmowMBqIARYppdYppcYBiMgm4BtgMzAfGCoiZioZI3CsXw+//goPPujd7o85MU0zBWaSu7mIyTAK56GH9FgyBw/qMdd9rVUrOHfO8yMz5sFfLmIaOXIkEydOpGLFilSrVo2mTZtSpkwZxo8fT3p6OldddRVfffUV69at45ZbbqFMmTKUKVOGGTNmsGTJkkuWi4qKsnqTCqWwFzGZgcMMo6DOnNHT6PXrZ01iB132P/8JmzdD3bo+L/6xxx7Ld/jcwmrUqBEf5DMgWebkHOvWrcPhcNCkSROaNm1Kz549uf/++wF47rnnmDBhAsOGDePWW2/llltuoVevXoAeJyan5QKZGVvGMApq0iRISdG1d6v07aubgwo5iFVJ9/PPP3PbbbcRFRVF6dKlufXWWwHYuHEjbdq04ZprruHrr79m06ZNOb6+oMsFElNzN4yCENF925s0AfcY4pa47DJ9InfyZHj1Ve8MVpaH/GrYvnbPPfcwc+ZMGjZsyBdffMHSpUuLtVwgMTV3wyiIFStg40Zda/dxQr3EgAGwd68e1yZItG3blpkzZ3L+/HmSk5P5/vvvAUhOTqZSpUpkZGRcMCTvxcPq5rZcIDPJ3TAK4uOPoUwZuOMOqyOB226DiIigappp0qQJffv2pWHDhnTp0iVrBqZXXnmFFi1a0Lp1a2rXrp21fL9+/Xj77bdp3Lgxu3btynW5QGZ6yxhGfo4cgWrV4OGHLZuJ6BJ9+8KSJXre1mLOtZkff+ktE+w8PuSvYQS9CRP0jEtWnki92IABcPw4LFpkdSSGnzLJ3TDy4nTqcWQ6doRatayO5m+dO0PZsvrEqmHkwCR3w8jL3Lmwf79ukvEnYWH6itXvvtPdM73MH5pvg1lR3n+T3A0jLx9/DJUrg7tftV8ZMEBfrTp7tleLiYiIICkpySR4i4gISUlJREREFOp1pp+7YeRm505YsABeegnsfvhRue46qFpVN8307++1YqpWrcqBAwcw8y5YJyIigqpVq+a/YDZ+eMQahp8YPVr3RBkyxOpIcmaz6aT+/vuQlATly3ulmNDQUGrUqOGVdRveY5plDCMnycnw2Wd6mN1KlayOJnd33KFnhJo+3epIDD9jkrth5GTiRJ3gH33U6kjy1rAh1KkTVBc0GQVjkrthXMzlgo8+ghYt9OxH/kwpXXv/+WfYt8/qaAw/YpK7YVxs4ULYvt3/a+2ZModEmDrV2jgMv2KSu2FcbNQouPxycI8F7vdq1oSWLU3TjHEBk9wNI7vt22HePD3UQFiY1dEU3B136CkAg2CccqNgTHI3jOw++ADCw+GBB6yOpHD69NFdI6dMsToSw0+Y5G4YmZKS9PyoAwfqSTFKkuyTeJgrSQ0KkNyVUp8ppY4qpTZme6ycUmqRUmqH+29Z9+NKKTVKKbVTKbVeKdXEm8EbhkeNGwfnz8Pw4VZHUjT9+8OePfD771ZHYviBgtTcvwA6X/TY08CPInI18KP7PkAX4Gr3bQgw1jNhGoaXpaXpK1I7d4Z69ayOpmhuu003KZmmGYMCJHcRWQ6cuOjh7sBE9/8TgR7ZHv9StN+AWKWUH1/eZxhuU6fC4cPw+ONWR1J0ZcrALbfAtGn6qlUjqBW1zf0yETnk/v8wkNlAWQXYn225A+7HLqGUGqKUWq2UWm0GJDIsJQLvvQf16+t265Lsjjv0zFE//WR1JIbFin1CVfQ4oIU+gyMi40UkQUQSKlSoUNwwDKPoFi7U3QiHD7d+8uviuvlmKF3aTOJhFDm5H8lsbnH/Pep+/CBQLdtyVd2PGYZ/EoFXXtFzpA4YYHU0xRcRAbffDjNmwNmzVkdjWKioyX02cLf7/7uBWdkev8vda6YlcDpb841h+J+lS+GXX+Cpp/TJyEBw33160LNJk6yOxLCQym92FaXUFKA9EAccAV4EZgLfAFcAfwF9ROSEUkoBo9G9a84B94rI6vyCSEhIkNWr813MMDzv+uth2zbYvVvXegOBCDRrpmdp2rSp5Dc1GblSSiWKSEJOz+U7WYeI5DbFS8cclhVgaOHCMwyL/Pyzrrm//37gJHbQyfzRR+Huu+HHH0v+SWKjSMwVqkbweuUVqFjRf2daKo6+ffW2jRpldSSGRUxyN4LTr7/CokXwr39BVJTV0Xhe5vg4c+boJicj6JjkbgQfl0tfrFSpkh79MVA9+CCEhMCYMVZHYljAJHcj+Eydqsdfee01KFXK6mi8p3Jl6N0bJkww3SKDkEnuRnA5d053e2zSBO66y+povG/oUDh92ow3E4RMcjeCy7vvwoEDetx2WxAc/q1awTXXwNixZijgIBMER7dhuP3vf/DGG/oKzjZtrI7GN5TS5xXWroU//rA6GsOHTHI3goOIbqJwueCtt6yOxrcGDtTnFsaaEbiDiUnuRnCYMQNmzoT//EdPKB1MYmJ0gp82DU5cPHq3EahMcjcCX1KSrrU3bVpyZ1kqrocegtRUPY2gERRMcjcC3+OP6xrrZ5+BPd8RNwJTgwb65Oq4cbppygh4JrkbgW3OHPjyS3jmGZ3ggtmQIbBjhzmxGiRMcjcC14EDcM890KgRPPus1dFYr3t3CA2F6dOtjsTwAZPcjcDkcED//nri62nTAmes9uKIjdUjRM6YYfq8BwGT3I3A9NJLsGIF/N//wT/+YXU0/uP222HvXt3v3QhoJrkbgWfePD1uzODBesJo42/du+vBxGbMsDoSw8tMcjcCy9q10KcPNGxoxjLPSVwctGtnmmaCgEnuRuDYtw+6doWyZWHu3MAcp90Tbr9dTy24ebPVkRheZJK7ERhOnYKbb9ajPs6bp4e7NXJ22216zBnTNBPQipXclVLDlVKblFIblVJTlFIRSqkaSqnflVI7lVLTlFJhngrWMHJ06hR06gTbt8N//wv16lkdkX+rVElf0GSSe0ArcnJXSlUBHgUSRKQ+EAL0A94E3heRq4CTwGBPBGoYOTpxQnfv+/NPnaw6dLA6opKhVy9Yv15f1GQEpOI2y9iBSKWUHYgCDgEdgMyrJCYCPYpZhmHk7Phx6NgRNm6E776Dbt2sjqjkuP12/ddc0BSwipzcReQg8A6wD53UTwOJwCkRcbgXOwBUyen1SqkhSqnVSqnVx44dK2oYRrD64w89ENiWLTBrlm5vNwquWjVo2RK+/dbqSAwvKU6zTFmgO1ADqAxEA50L+noRGS8iCSKSUKFChaKGYQQbERg9Gq67Tp8U/PlnuOkmq6MqmXr10l1Hd+2yOhLDC4rTLHMDsEdEjolIBvBfoDUQ626mAagKHCxmjIahrVunE/mwYfoE6po10KyZ1VGVXL166b+maSYgFSe57wNaKqWilFIK6AhsBn4C3EcNdwOziheiEfSOHIG779aTWicm6ouTZs+GcuWsjqxkq14dmjc3TTMBqjht7r+jT5yuATa41zUeeAp4XCm1EygPTPBAnEYwu+suPfjXiBG6CWHYsOCY3NoXevfWX5i7d1sdieFhxfqEiMiLIlJbROqLyJ0ikiYiu0WkuYhcJSK9RSTNU8EaQeiXX2DhQnj1VT25dWys1REFFtNrJmCZ6o/h3156CSpW1NPEGZ5XowYkJJjkHoBMcjf814oVsHgxPPUUREdbHU3g6t0bVq2CPXusjsTwIJPcDf/14otw2WXw4INWRxLYevfWf7/5xto4DI8yyd3wT8uXw5IlutZuRnf0rho1oEULfdLaCBgmuRv+RwSefhouv9zU2n2lXz99QdO2bVZHYniISe6G//n6a1i5Us+mFBlpdTTBoXdvfcWvqb0HDJPcDf+SnKz7szdrpi9cMnyjShVo0wamTjUzNAUIk9wN//Laa3DoEHz0kblQydf69tUDsW3caHUkhgeYT4/hP3buhPfe0zX2Fi2sjib49Oqlv1CnTrU6EsMDTHI3/MOePTq5hIXB669bHU1wqlhRT3YybZppmgkAJrkb1vvhBz0o2F9/6UGsKlWyOqLg1a+fHr/nl1+sjsQoJpPcDes4nfDCC9C1K8TH6wGsOhd4SgCfycjI4MCBA2zcuBGn02l1ON7Vrx/ExemxfIwSzSR3wxqHDum5T195Be69F379FWrWtDqqC6xZs4arr76a8PBwqlWrxjXXXEPnzp1JSkqyOjTviY6Gf/0LFiyA33+3OhqjGExyN3xv0SJo1EhPlffFF/DZZ37Xnz0xMZGOHTuSnp7O888/z7hx43jzzTdZvnw5CQkJrFu3zuoQvWfoUChfHl5+2epIjGKw57+I/zpy5AjLli1j3bp1rF27lr/++ovrrruO7t2707FjRyIiIqwO0cgusw/7uHFQty789JP+62cSExO54YYbiI2N5aeffiI+Pj7rufbt29OzZ09atWrFnDlz6NChg3WBekupUrr2/swz+gu4eXOrIzKKQkQsvzVt2lSKYtq0aQKI3W6Xhg0bSpcuXaRUqVICSExMjEycOLFI6zW8YPFikfh4EaVEnnhC5Nw5qyPK0d69eyU2Nlbi4+Nlz549OS5z+PBhqVWrllSvXl3Onj3r2wB95cwZkXLlRG6+2epIjDwAqyWXvGp5YpdiJPcTJ07ImjVrJDU1Neux1NRUmT9/vrRr104AefTRRyU9Pb1I6zc8YP9+kb599aF21VUiK1ZYHVGeBg4cKBEREbJr1648l1u2bJkA8uSTT/ooMguMHKn324wZVkdi5CJgk3teMjIyZPjw4QJIu3bt5OTJkx4vw8hDaqrIG2+IREeLhIeLvPii39bWM61du1aUUvL0008XaPnBgwdLSEiIrFu3zsuRWeTsWZGWLUVCQkQmT7Y6GiMHQZncM3311VcSGhoqN910kzgcDq+VY7i5XLqmV7OmPry6dRPJpxbsLzp16iTlypUrcEUgKSlJKlSoIC1atAjcY+vMGZF27XRz2scfi/zwg8jTT4v06CHy669WRxf0vJbcgVj0JNlbgS3AtUA5YBGww/23bH7r8WZyFxH59NNPBZAnnnjCq+UEvXXrRNq314dVvXoiCxdaHVGBLVq0SAB59913C/W6SZMmCSDjx4/3UmR+ICVF5Kab9H4FEbtdpGxZkZgYkd9/tzq6oObN5D4RuM/9f5g72b8FPO1+7GngzfzW4+3kLiLyyCOPCGBOsnrD0aMiQ4aI2Gwi5cuLjBkjkpFhdVQF5nQ6pXHjxlK9evULzt8UhMvlkhYtWkjNmjUlowRtc6Glpop8+aXIjz/qZH/ggP51FhsrsmaN1dEFLa8kd6AMsAdQFz2+Dajk/r8SsC2/dfkiuaenp8v1118vYWFhkpiY6PXygkJGhsioUSJlyuja3D//KXLihNVRFdr3338vgHz55ZdFev1///tfAWTq1KkejixvK1askJEjR0piYqK4XC6fli0iInv3ilxxhf5C377d9+UbXkvujYA/gC+AtcCnQDRwKtsyKvv93G6+SO4iIseOHZNKlSpJgwYNJC0tzSdlBqxly0QaNNCH0I03imzebHVERdajRw+57LLLityryul0Sq1ataRx48Y+S7LTpk2T0NBQAQSQ+Ph4eeONN3xS9gV27tQnze+5x/dlG15L7gmAA2jhvv8h8MrFyRw4mcvrhwCrgdVXXHGFL94HERGZOXOmAPKf//zHZ2UGlDVrdN9n0LW2GTP0SdQS6vDhw2K324vdpTHzvM6CBQs8FFnuPv74Y1FKSZs2bWTXrl0yYcIEad++vQAyd+5cr5d/iYce0j2ijh3zfdlBzlvJ/XJgb7b7bYC5/tosk13fvn0lNDRUNm3a5NNyS7Rt20T69NGHTNmyuptjSorVURXb22+/LYBs2bKlWOtJTU2VypUrS4cOHTwUWc7GjBkjgHTr1k3OZetampaWJv/4xz/k6quvLvR5g2LbuFEfF2++6dtyDa+eUP0ZqOX+/yXgbfct+wnVt/Jbj6+T+9GjR6V8+fKB3YXNU/bvF7n/ft3XOTpa5LnnRE6dsjoqj3C5XFK7dm1p1aqVR9b31ltvCSCrVq3yyPoudujQISlVqpR07tw5xyakefPmCSBvWpFk27cXqV5dxHyefMqbyb2Ru2llPTATKAuUB350d4VcDJTLbz2+Tu4iIl9//bUAMmrUKJ+XXSKcPi3yzDMiEREioaEijz4qcuSI1VF51K+//iqATJgwwSPrO336tJQuXVr69evnkfVdbPDgwRIaGio7duzIdZlu3bpJqVKl5ODBg16JIVfffqvTyezZvi03yAX1RUy5cblccuONN0psbKwcPXrU5+X7rfR0fbFKhQr68LjjDpHdu62OyisGDx4s0dHRkpyc7LF1Dh8+XOx2u8eTa+bVs/ldq7Fz504JCwuTAQMGeLT8fKWni1SpItKpk2/LDXImuediy5YtYrfb5b777rOkfL/icol8951IrVr6sGjXTsRLzQv+IDk5WUqVKiWDBg3y6Hp37twpSil5/vnnPbZOl8sl119/vZQvX75AV8+OGDFCANm3b5/HYiiQ//xHHzvbtvm23CBmknsennjiCVFKyR9//GFZDJb75ReRNm304VC7tsisWSW6B0xBZF5Z+vPPP3t83d26dZMKFSp47MRmZg+v0aNHF2j5HTt2CCDvvPOOR8ovsEOH9LmZZ5/1bblBzCT3PJw+fVouv/xyad68uTidTsvisMT69XrsFxC57DKRsWNL1JWlxdGrVy+pVKmSV/Z55lAGnrga2ul0Sr169aR27dqFugK2adOm0qxZs2KXX2jt24vUr+/7coNUXsk96GdiKl26NG+99RZ//PEHEydOtDoc39i0Cfr2hYYNYflyGDlST4r84INgL9HztxRIamoq8+bNo3v37thsnv8IdOzYkTp16jBq1ChdgyqG7777jk2bNvHiiy9iL8S+6devH6tWrWLXrl3FKr/QuneHjRth927flmtcKres78ublTV3Ed2m2apVK6lYsaKcCpBufjlatUqkd289wl+pUro3TFKS1VH5XOZwA9684Gjs2LECyC+//FLkdbhcLmnYsKHUqlWr0F12//rrLwFk5MiRRS6/SHbt0r8E33vPt+UGKUyzTP4SExNFKSWPPfaY1aF4VkaGvor0uuv07o6JEfn3v0WOH7c6MssMHjxYSpcu7dUhKM6ePSuxsbHSo0ePIq9j1qxZxWread26tVxzzTVFLr/I6tfXJ+QNrzPJvYAeeOABCQkJkY0bN1odSvHt3asvOKpcWe/mGjVE3n9f918PYg6HQypUqCD9+/f3elkvvviiAPLnn38W+rUul0sSEhKKNdrkRx99JIDvr8R+9lk9QmgQVyB8xST3Ajp27JiULVtWOnToYM0oe8W1e7fIu++KtG6tm16U0uPAzJxprhx0W758uQAybdo0r5d14sQJiYmJkd69exf6tT/88IMA8umnnxa5/EOHDonNZpMXXnihyOsokj/+0KnFDK/tdXkld6Wft1ZCQoKsXr3a6jAAGDNmDI888gjffPMNvXv3znmhkydhzRo4fBiSk+HsWXA4/n4+LEzPIB8dDeXKweWXw2WXQVycfq440tPh6FE4eFDfdu2CVavg999h3z69TMOG0LMn3H03VK9evPICzBNPPMHo0aM5fvw4MTExXi/v2Wef5fXXX2fjxo3UrVu3QK9xOp00b96cpKQktm/fTlgxjpmOHTty4MABtm7dilKqyOspFJcLqlWDli1hxgzflBmklFKJIpKQ43MmuV/I4XDQvHlzDh8+zObNm4ktUwZ27oSffoKlS+GPP3RCLaqICChTBiIjQalLbyEhusdKaCjYbJCRoW/nzkFSkv4iuVh8PDRvDtdeC926wZVXFj2+ACYiXHXVVdSuXZu5c+f6pMzjx48THx9P9+7d+frrrwv0mk8++YQhQ4YwefJk+vfvX6zyx40bx0MPPcTWrVupVatWsdZVKA89BF99BceP62Pe8Iq8knvg93srJLvdzieffELz5s15pkMHxp44AX/9pZ+8/HJo3Rruuw+aNtW14pgYXUPPrF2J6Nr12bOQkgInTuga/qFDOjmfPq1vqamZk5ZdeHM69a+AjAxdAwoN1bfISChfXt8qVIAqVfTtiiv0Y0a+NmzYwO7du3n66ad9VmZcXBxDhw7lnXfe4YUXXsg3wZ48eZJ///vftGnThn79+hW7/E6dOgGwePFi3yb3W2+FceNgyRK4+WbflWv8Lbf2Gl/eit3mnpoqMn26yF136Sstr7hCd/Xr109k6dKCX215/rzIF1+ING8uj7snQfi5RQt9cc/WrQF/1Wage+211wSQQ4cO+bTcI0eOSGRkpNx88835XjQ1bNgwsdlssm7dOo+VX6NGDenevbvH1lcgqan6M/jAA74tN8gQsCdUt24VeeQRkXLl9KZUqCDStq3InXeKDB6s53fMvKR+/Hh9wOVk3z49o3v58lnLJ7/2mlSvWlXq1Knj+/GxDa9o27atNG7c2JKyM3uu5NXvfP369RISEiIPP/ywR8seMmSIlC5d2vdzvPbsqQcTM5Uirwnc5D5njp4Bpm9fkXnzLr10PiVF5PPPRZo00ZtaubLIW2/p1y1eLDJ3rr6oJyREd9267TY9AbD7YJw7d64AHh0EyrDGqVOnxG63yzPPPGNJ+S6XS/r37y82m00WLVp0yfMHDhyQa665RsqVKydJHr6w7NtvvxVAfv31V4+uN1+ffaY/d2vX+rbckuT110WWLy/yywM3uWdkFGxCZpdLZOFCPe7Fxa3cZcuKjBih+4Xn4K677hKbzVasKw0N62VOYr1s2TLLYkhOTpa6detKXFyc7NmzJ+vxNWvWSOXKlaVUqVJeuWr2+PHjopTy/dSShw/rz9grr/i23JLi8GHdXfmll4q8irySe/D1ltm5U5/kTE3VJy5btNAnRHNx5swZGjVqhIjw559/Urp0ad/EaXjUAw88wJQpU0hKSiI0NNSyOLZu3UqzZs1ISUmhQYMGNG/enMmTJ1OuXDnmzJlDgwYNvFJus2bNiIyMZPny5V5Zf65atNC9wH77zbfllgQTJujOGWvXQqNGRVpFXr1lgm/gsKuu0t0G27aFDh3yTOygBxabNGkS+/btY9iwYT4K0vAkEWH+/PnccMMNliZ2gNq1a/P777/z8ssvExcXx6RJk7jmmmv4/fffvZbYAW644QZWrlzJ2Zy60nrTLbfo7sNHjvi23JJg1izd465hQ6+sPviSexG0atWK559/ni+//JKpU6daHY5RSFu3bmXfvn107tzZ6lAAqFu3Ls8//zyLFy8mOTmZlStXUqlSJa+WeeONN+JwOFi2bJlXy7lEt266AfSHH3xbrr9LSYFFi3SXUS9dXGaSewE999xztG7dmvvuu4+NGzdaHY5RCPPnzwfgpptusjiSS4WEhPiknFatWhEREcHixYt9Ul6Whg319Rhz5vi2XH+3aJFuGu7e3WtFmOReQHa7nW+++YaYmBhuu+02Tp06ZXVIRgHNnz+fOnXqUD2Ih2KIiIigbdu2LFq0yLcFK6WbZhYuhLQ035btz2bNgthY3TzsJcVO7kqpEKXUWqXUHPf9Gkqp35VSO5VS05RSxRxMxX9UrlyZ6dOns3fvXgYMGIDL5bI6JCMf586dY9myZX7TJGOlG2+8kU2bNnHo0CHfFnzLLfqKbV+fzPVXTqf+JXPzzfrqcy/xRM39n8CWbPffBN4XkauAk8BgD5ThN1q3bs2HH37IDz/8wAsvvGB1OEY+li1bRlpamknuQPv27QF832OmY0c9fMbMmb4t11/9+qsec8eLTTJQzOSulKoKdAU+dd9XQAdgunuRiUCP4pThjx566CEGDRrEyJEjmTx5stXhGHlYsGABERERtGnTxupQLNeoUSNKly7N0qVLfVtwZCR07QrTp184emqwmjVL19i9XOEobs39A2AEkNk+UR44JSKZe/AAUCWnFyqlhiilViulVh87dqyYYfiWUoqxY8fStm1bBg0axG+mD6/fWrhwIe3atSMyMtLqUCxnt9u57rrrfN9jBqBfPz1UtRVl+xMRndw7dAAvXzNT5OSulLoFOCoiiUV5vYiMF5EEEUmoUKFCUcOwTFhYGDNmzKBKlSr06NGDfZljqRt+Y//+/WzZsiVrZEQD2rVrx5YtWzji637nN9+s5ziYNs235fqbVav0hZS33+71oopTc28N3KqU2gtMRTfHfAjEKqUyhxKuChwsVoR+LC4ujjlz5pCamsqtt95KSkqK1SEZ2WT2DDHJ/W+WtbtHRuo+3TNm6OGsg9Unn0BUFPTt6/WiipzcReQZEakqIvFAP2CJiAwAfgJ6uRe7G5hV7Cj9WJ06dZg6dSrr169n8ODB+MNwDoa2cOFCKlWqRL169awOxW80adKEUqVK+b7dHXRCO3ECfN3X3l8kJ8OUKbqJygfDmHijn/tTwONKqZ3oNvgJXijDr3Tu3JnXX3+dadOm8eabb1odjoGeqm7RokV06tTJd9PLlQB2u53WrVtb0+5+0016FrJgbZr55ht9Zep99/mkOI8kdxFZKiK3uP/fLSLNReQqEektIkFx5cKIESPo168f//73v/nBXGptubVr13LixAnTJJOD9u3bs2nTJnzekSE8HG67TXeJDMYLmj75BOrW1XPL+oC5QtVDlFJMmDCBhg0bcuedd3LwYMCeaigRFi5cCOgBs4wLtWvXDrCg3R1008zp07Bgge/LttKGDXoS+/vu89pYMhczyd2DoqKimDp1Kqmpqdx55504nU6rQwpaCxcupHHjxlSsWNHqUPxOQkICUVFR1jTNdOwIcXEwaZLvy7bSp5/qeZbvvNNnRZrk7mG1atXio48+4qeffuLtt9+2OpyglJyczK+//mqaZHIRGhpK69atrTmpGhoKAwbovt5JSb4v3wopKfDVV7pJKi7OZ8Wa5O4F9957L7179+b555/njz/+sDqcoLNs2TIyMjJMcs9Du3bt2LBhA8ePH/d94ffeC+npECxXd48aBSdPwqOP+rRYk9y9QCnF+PHjqVy5MnfddRdpwXjyyELz588nKiqK1q1bWx2K37r++usBrGmaadgQmjaFzz7zfdm+dvIkvPWWHjytVSufFm2Su5fExsYyfvx4tm3bZrpH+pCIMG/ePDp27Eh4eLjV4fitZs2aUapUKZYsWWJNAIMGwbp1eoq5QPbmm/oE8siROT796quv8ueff3qlaJPcveimm26iX79+jBw5ku3bt1sdTlDYsWMHu3fvpkuXLlaH4tdCQ0Np27YtP/74ozUB9O+vu0Z+/rk15fvCoUO6SeaOOyCHKRSnTp3K888/zzQv9fs3yd3L3n//fSIjI3nooYfM1as+MG/ePACT3AugQ4cObNu2zZpuu2XLQs+eutdMaqpvypw1C667Dm68UY/tMmKEHmfeW155RQ+18PLLlzy1c+dOhgwZQqtWrXg5h+c9wSR3L7v88st54403WLJkCZOCrfuXBebNm0ft2rWJj4+3OhS/16FDBwDrmmbuvVe3Sc+e7f2yfv9d97E/fBjOnYPt2+Hdd6F1a9i71/PlrVmjL1q6/3648soLnkpNTaVPnz7Y7XamTJnivUnbRcTyW9OmTSWQOZ1OadmypVx22WVy5swZq8MJWCkpKRIeHi7Dhw+3OpQSwel0Srly5eSee+6xKgCR6tVFrr/eu+Xs3y9y+eUi8fEix479/fiCBSJlyojExYn8/LPnyjt1SqRmTZGqVS8sz23o0KECyOzZs4tdFLBacsmrpubuAzabjQ8++IAjR47wzjvvWB1OwFq6dClpaWmmSaaAbDYb119/PT/++KM1TYY2Gzz8MPz0E6xf750yUlL0jEdnz8L331/Yz7xTJ12jL1dOj6/+5ZfFL09Enyzet0+PoXNRv/apU6cyZswYhg8fTrdu3YpfXt6xmJq7r/Tt21eioqLk4MGDVocSkB555BGJioqS1NRUq0MpMT7++GMBZMeOHdYEkJQkEhUlMmiQd9Y/dKiIUiLff5/7MidOiHToIAIiL7wg4nIVvbwPP9TrefvtS57atGmTREdHS+vWrSU9Pb3oZWRDHjV3yxO7BFFy37Vrl4SGhsrgwYOtDiXguFwuqVmzptxyyy1Wh1KibN26VQD5v//7P+uCePBBkfBwkaNHPbverVtFQkJEHn44/2XT0kTuvVenxAEDRFJSCl/e5MkioaEi3bpd8gVx5swZqV27tlSsWFEOHDhQ+HXnwiR3P/L444+LUkr+/PNPq0MJKNu2bRNAxowZY3UoJYrL5ZIqVapInz59rAti82adil591bPr7dFDJCZG5MiRgi3vcomMHKlr+nXqiKxbV/DXvfKK3oa2bUVOnrzoaZf06dNHbDabLFmypHDbkA+T3P1IUlKSxMbGSufOna0OJaC8//77Asju3butDqXEufPOO6VChQridDqtC+Kmm0QqVdI1aE9YvrzoXxiLFulYwsJE3nsv75gOHxa56y5d1sCBIjk0Cb7zzjsCyBtvvFH4WPJhkrufeeuttwSQ5cuXWx1KwGjXrp3Ur1/f6jBKpM8//1wAWbt2rXVB/PCDTkdff138dblcIs2bi1SpUrTmFRHdy6VbNx1ThQoiTz2lf2H89Zf+u2CBSJ8+Ina7Xuall3Jsq1+0aJHYbDbp1auXuIrTlp8Lk9z9TEpKilx++eXSpk0br+zwYHP06FGx2WzywgsvWB1KiXTo0CEB5JVXXrEuCKdTpHZtkbp1RTIyir6e1FSR117Tqe2zz4oXk8slMn++bt6x2fQ6s9/KlhUZPlxky5YcX75nzx4pX7681KtXT5KTk4sXSy5McvdDo0ePFkDmz59vdSgl3qeffmp9zbOEa9GihTRr1szaIKZP1ynp008L/9pTp3RSv/xyvY6OHUUcDs/Ftn+/yP/9n45t8mT9S+PcuVwXT0lJkcaNG0uZMmVk+/btnovjIia5+6HU1FSpXr26JCQkmNp7Md18881So0YN8z4Ww6uvviqAtd10XS6Rli1FKlcuXHPKli0iV16p01mnTrrN3MJjwel0Sq9evUQpJXPmzPFqWXkl9yJfxKSUqqaU+kkptVkptUkp9U/34+WUUouUUjvcf8sWtYxAFh4ezgsvvMDq1auZNWuW1eGUWGfOnGHx4sXcdtttZiLsYrj11lsBmDt3rnVBKAVvvw3/+x988EHBXrN4sZ6TNDkZli/X0/fdcIPPprLLycsvv8z06dN5++236dq1q2VxFLm2DVQCmrj/jwG2A3WBt4Cn3Y8/DbyZ37qCseYuIpKRkSH/+Mc/pH79+uLw5E/IIDJlyhQBZMWKFVaHUqK5XC6pXr26f1wn0L277sKYV793l0tk9Gjdj71+fZE9e3wVXZ4mT54sgAwaNMgnvyTxRbMMMAu4EdgGVJK/vwC25ffaYE3uIiJTp04VQL72RC+BINS7d2+57LLLrO3GFyCGDRsmERERklLUHiaesmWLTtq9e+fYtVCSk0XuuEOnr65dRU6f9n2MOVi2bJmEh4dLmzZtJM1TXTrz4fXkDsQD+4DSwKlsj6vs9y96zRBgNbD6iiuu8MX74JecTqc0bNhQrrzySo9dkhwszp07J9HR0fLAAw9YHUpAWLhwoQAya9Ysq0MRef11nZ6aNdPdD0V0j5pff9U9apTSFw75yZf62rVrpXTp0lKrVi05lsNgYd7i1eQOlAISgZ7u+6cuev5kfusI5pq7iMj3339v/SXgJdDs2bNNjyMPSktLk5iYGLnvvvusDkX77juR0qVFypfXQwJUrChZ/c4XLbI6uizbt2+XihUrSrVq1WTfvn0+LTuv5F6sUSGVUqHADOBrEfmv++EjSqlK7ucrAUeLU0Yw6Nq1K9deey3/+c9/SPXVxAUBYPLkyZQtWzZrPlCjeMLCwujcuTPff/89LpfL6nCgRw9YvRqqV4f586FjRz1y49at+qSpH9izZw+dOnXC5XKxaNEiqlWrZnVIWYrTW0YBE4AtIvJetqdmA3e7/78b3RZv5EEpxciRIzl48CBjx461OpwS4eTJk3z33XfccccdhIWFWR1OwLj11ls5cuQIK1eutDoU7eqrITERjh2DyZPhzjv1EL1+YM2aNVx77bWcPn2a+fPnU6tWLatDukBxau6tgTuBDkqpde7bzcAbwI1KqR3ADe77Rj6uv/56brjhBkaOHMmpU6esDsfvTZkyhbS0NAYNGmR1KAGle/fuREdH89lnn1kdyoX8rJvrokWLaNeuHeHh4fzyyy80bdrU6pAulVt7jS9vwd7mnmnNmjWilJInnnjC6lD8XkJCgjRo0MBcuOQFgwcPlqioKDntJ71Q/Elqaqq89NJLYrfbpUGDBpbPzYCZialkaNy4Mffccw+jRo1i586dVofjtzZs2MDq1asZNGiQuXDJC+677z7OnTvHtGnTrA7Fr/z66680adKEl156id69e7N8+XIqV65sdVi5Msndz4wcOZKwsDBGjBhhdSh+6/PPPyc0NJQBAwZYHUpAatGiBfXq1ePTTz+1OhSv0hXfvJ06dYpPP/2Udu3a0bp1a5KTk5k7dy6TJ0+mTJkyPoiy6OxWB2BcqFKlSjzzzDM899xzLF26lPbt21sdkl9JT09n0qRJ3HrrrcRdND+l4RlKKe677z6GDx/O+vXradCggdUhFVlSUhJz585l5cqVrFy5ku3bt+NwOHA4HNhsNsqXL0+FChWIi4sjJiaGmJgY7HY7Bw8eZP/+/ezdu5eMjAxq1arFyJEjGTZsGDExMVZvVoGognx7eVtCQoKsXr3a6jD8xvnz56lduzZly5Zl1apVhIaGWh2S3/juu+/o2bMnc+bMsXbcjgB3/PhxqlSpwgMPPMCoUaOsDqfQDh06xLvvvsu4ceNISUmhdOnStGjRgvr16xMREYHdbsfpdHL8+HGOHj1KUlISZ8+e5ezZs6Snp1O5cmWqVatGzZo16dmzJwkJCX7ZBKiUShSRhByfzK0x3pc3c0L1UtOnTxdAXvX01GMlXJs2baRKlSqSUZwxv40C6devn8TGxsq5PIa29Tfp6eny7LPPSnh4uNhsNhkwYICsXr06YMduwgz5WzL17dtXQkNDzXyrbkuXLhVAPvzwQ6tDCQpLliwRQD766COrQymQXbt2SYsWLQSQgQMHys6dO60OyevySu6mWcaPHT9+nHr16lG5cmX++OOPoG+eueGGG9i4cSN79uwhMjLS6nACnojQsWNH1q9fz86dO4mNjbU6pFzNmDGDe++9F5vNxvjx4+nTp4/VIflEXs0ypreMH4uLi2PcuHGsW7eO1157zevlORwOtm/fzrx58/jtt984fPhwgXoU+MLKlSv58ccfefLJJ01i9xGlFO+++y4nTpzwyfFXFCLCO++8Q69evahXrx5//vln0CT2fOVWpfflzTTL5G3AgAESEhIi33//vcfXfeTIEXnrrbekYcOGEhoaKsAFt8jISOnZs6fMmzfP0nbLLl26SFxcnJw9e9ayGILVPffcI2FhYbJ7926rQ7mAw+GQRx55RADp3bu3nD9/3uqQfA7T5l6yJScnS9OmTSUyMlJ+++03j6xzw4YNWW36gLRq1Uqeeuop+fzzz+Xnn3+W77//Xj766CN5+OGHJS4uTgC54oorZOzYsT5P8qtWrRJAXnvtNZ+Wa2gHDhyQqKgo6du3r9WhZDl//rz07NlTAHn88ceDdjx/k9wDwOHDh6VmzZoSFxdXrAl39+7dK3fffbcopaRMmTIyfPhw2bRpU56vSUtLk2+++Uauu+46AaRx48Y+m/nI4XBImzZtpGzZsuZyeAu98MILfjO88qlTp6Rdu3YCyPvvv291OJYyyT1AbN++XeLi4qR69eqyatWqQr32+PHj8vjjj0tYWJiEh4fLv/71L0lKSirUOlwul0ybNk2qVq0qgNx///1y5syZQq2jsN555x0B5IsvvvBqOUbezp49K9dcc43ExMTIunXrLIvjf//7X1YT4uTJky2Lw1+Y5B5AVq9eLVWrVhW73S6vvvpqvk0kJ06ckNdee01Kly4tNptN7rnnHvkrc2abIjp79qw8+eSTopSSmjVrys8//1ys9eVm48aNEh4eLt27dzcDhPmB/fv3S9WqVaVy5crFPoaKIjExUapVqybR0dGyYMECn5fvj0xyDzAnTpyQfv36CSDNmjWTUaNGyfbt28XlconT6ZTDhw/LwoULpX///hIeHi6AdOvWTTZs2ODROH7++WepUaOGKKVkxIgRkprTfJdFlJ6eLk2bNpW4uDg5cuSIx9ZrFM+GDRukTJkyUqdOHTl06JDPyp08ebJERETIFVdcIWvWrPFZuf7OJPcA5HK5ZNKkSXL11Vdn9WwpV66c2O32rPuxsbEydOhQr34Yzpw5I0OGDBFA6tev75GyXC6XDB8+XACZMWOGB6I0POmnn36S8PBwKVu2rEycONGrv6rOnDkjw4YNE0Datm1rvugvYpJ7gNu5c6eMGTNG7r//fnnmmWfko48+ktmzZ/v0svG5c+dKpUqVxG63y3PPPVfkLotOp1MeeughAWTo0KEejtLwlM2bN0urVq0EkE6dOsmKFSs82mPF5XLJ9OnTpUqVKgLIo48+aiaQz4FJ7oZPJCUlycCBAwWQqlWrytSpUwtVq0tPT5c77rhDABkxYoRpZ/dzTqdTPvroIylVqlRWV9kRI0bI/Pnz5dixY0Va57lz52TSpElZvWEaNmwoK1eu9HDkgSOv5G6GHzA8bsWKFTz66KOsXbuWxo0b8/DDD9O/f3+io6NzXN7lcvH999/zyiuvkJiYyBtvvMFTTz3l46iNokpOTmbWrFlMnjyZhQsX4nQ6AbjiiiuoXbs2NWvWpGbNmlSuXJkKFSpQoUIFwsLCcLlcOJ1O9u3bx+bNm9mwYQNz587l9OnT1KhRg8cee4yHH34Yu92MTJ6bvIYfMMnd8Aqn08nEiRP54IMP2LBhA2XKlKFr1640bNiQBg0aEBUVxf79+9m3bx+TJ09m48aN1KxZk5EjR9KvXz+rwzeK6PTp0yQmJrJmzRrWrFnDjh072L17NydOnMj3tVWrVuX6669n0KBBtG3bFpvNjI6SH5PcDcuICL/88gvjxo1j+fLl7N+//5Jl6tevz9NPP03fvn1NLS1AnT59msOHD3Ps2DGOHTuWNVmGzWajUqVK1K1bl9KlS1sdZoljSXJXSnUGPgRCgE9F5I3cljXJPXicOHGCDRs2kJ6eTrVq1ahatSqlSpWyOizDKJHySu5eqSYppUKAMcCNwAFglVJqtohs9kZ5+RERj86i4nIJp89nYLMpYsLt2Gwqq5w0hwulINwekrW80yWcOZ+BS4QykaHYQ/zr56aIkJrhIsPlwuUSXAKlwu2E2f+OM8Pp4uS5dBAIs9sIs9twCWQ4XGQ4XUSH24kOv/BwSs1wYlPqgvWUK1eOdu3a5RiH0yVkOF2E222F2l8iwvkMJ2fTHNiUIkQpbDaF3aYIyfa3sMdAusNFSpoDe4giMjQEe4gNp0s4l+7gfLqTUhF2osIu/QhlxpOS5iQsxEapCDshtqIdf06XXpfD6cJmc2+bUgiCCLhEcLr0zaYUMRH2S44vl0tIdTg5n+4kwymE2W1EhNoIt4dgU3r0RxHB4dLHr9MpRIeHXLCedIeLM6kZhNpshIfaLtlHmcd+WoaLiDDbBcd/Tu+PiO6vC2TFkJfMYzQl3YG4j8+IUB2Dw+niXIYTEYgOuzBul0twimDPtv8zjzOnSwgNsREakvOxkfm+RdhDsj7jeXG5hJR0BxGhIYTm8xkXETKcOo4QmyIiNPf3q6i89Ru4ObBTRHYDKKWmAt0Bjyb3xZuP8NzMjTjdB7jL/SskczdkOIU0hz6gQ2yKcHdSCg2xERZiwx6icIngcukPiQJsNv3hcThdpDlcpDv0hyoiVL/2XJqTk+fScbmPTKUgJtyOAClpjqzHQ0MUpcLtOrGnOi6Iu1S4nXC7jQynC4dLf6hc7r8hNkV0WAgxEaGEhijSHC5SM/Q2uOTvD3TW7y0Bp/z9XGYyCw3R8WZuZ2qGi/PpDtIcLuwhijD389k/MBcrFW6nTGQoKekOTp3LyHd/RIaGUL5UGE6XcPJcOqkZLgAiQm2UjgjFblNkuD9YCrJidLnfo7Npf79PYe4PnT3bh0/c+xkgxKYfd7qEU+czSHe48o0vNERht9kIsSlsSu9rl+vv9zTE/b7ZbIqzqQ7OZzgveL3dpnC4LnyjMrdZBNLcCTQz0WQXFRZCuPvYCw2x4RIh3X18ZR23SpE9hWS4XFnvYWFEh4UQGRaik627jLxk5rWLYy4Vbic6PISzqQ5S0p2XvM5uU1lfOGkOJ9nfmsjQEEpH2glRyv35hHSHMyumi9kU2ENs5JRCldKfZedF732Iu+x054XriwjV7/HF2575JXLxegDC7TYiw0KIDA0hxKZITnWQnJqRtU2Rofo9tbs/X5l5IjPnn0l1cCpbXogMDaFUhF1/6WXobc781IpwwXH0UPsreapz7Ry2vHi8ldyrANkbVw8ALbIvoJQaAgwBfVa9KCqWDqftP+L0Tna/2fD3QRpmt2V9oBwuXatId+qaZua3pk39vZME3DVXwR7y92szayWpGU4iw+yUjw6jXHQYLtE18tPnM1BKJ/Oo8BBE4Gyag7OpDmwKYqPCiI0KRQGnzzs4fT6DNIeT0BCbrlWGuGuX7g9CSpqT5FQH6U4XEXZdUwoLCclKSApAQWYqCLFBiFKgFE6XC4dT1wrSnU7SHfp+eGgIUWEhhNl17TPdod+LyNAQdzKwExry93uRnOrgxLl0Tp/LIDrcTvlSYZSPDkMplfVam9IJ2h5i42yqg6SzaSSlpBNiU5SNCiU2KgwRnbjPnM/Aka2mJKJ/DaQ7XCilKBMZSulIO6Ehtqz169hdZLh0167MfQX6w+F0uVAoYt1lZX6YMmuyLndt1OGUrPU4nC6c7i/zzF90NqVQ6u8anUuEUuF2SkeEUirCjsOpa8+pGU7C7SFEh4cQHqqT3vGzaZxISUcp/YGOcL+fUeF2osJCyHAKZ92JIs3x97FnU3//AgpRSl91dlHOsYcoosL0frPbbFm1dJfohKdA/1JxH/9Ol5Cc6uBMagbnM5xZlZlwu15HpLtGmT3J6sqNTjthIfpYsynF2TR9nKakOYiJCCU2MpTSkaHu2r2T1AyXPtZcgtMpRLiTX0RoCKkZTk6dS+fUuQwEsn5Jhbs/j+F2GyHuk6VK6X3hcAoZrhy+hOTv9yI63E6pcDsKOJvm5GxaBk4XWe8RQEqak5R0B+kOFxGh+gvVblMXVADDQvTnwKb+PgYzP9/6V5IQE6ErNpFhdtIcTs6lOzmX7sDpPp6c7vcss1IVE2GnbFQYpSPtpGa4SE7NIDnVkW27Q7K+CPT22AgL0b9qG1UrW6T8lx/Lzl6JyHhgPOg296Kso0HVWN7qFevJsAzDMAKCtxp/DwLVst2v6n7MMAzD8AFvJfdVwNVKqRpKqTCgHzDbS2UZhmEYF/FKs4yIOJRSjwAL0F0hPxORTd4oyzAMw7iU19rcReQH4Advrd8wDMPInX91uDYMwzA8wiR3wzCMAGSSu2EYRgAyyd0wDCMA+cWokEqpY8BfRXx5HHDcg+GUBGabg4PZ5uBQnG2uLiIVcnrCL5J7cSilVuc2KlqgMtscHMw2BwdvbbNpljEMwwhAJrkbhmEEoEBI7uOtDsACZpuDg9nm4OCVbS7xbe6GYRjGpQKh5m4YhmFcxCR3wzCMAFSik7tSqrNSaptSaqdS6mmr4/EGpVQ1pdRPSqnNSqlNSql/uh8vp5RapJTa4f7rnelcLKKUClFKrVVKzXHfr6GU+t29r6e5h5IOGEqpWKXUdKXUVqXUFqXUtUGwj4e7j+mNSqkpSqmIQNvPSqnPlFJHlVIbsz2W435V2ij3tq9XSjUpTtklNrlnm4S7C1AX6K+UqmttVF7hAJ4QkbpAS2CoezufBn4UkauBH933A8k/gS3Z7r8JvC8iVwEngcGWROU9HwLzRaQ20BC97QG7j5VSVYBHgQQRqY8eGrwfgbefvwA6X/RYbvu1C3C1+zYEGFucgktscifbJNwikg5kTsIdUETkkIiscf+fjP7QV0Fv60T3YhOBHpYE6AVKqapAV+BT930FdACmuxcJtO0tA7QFJgCISLqInCKA97GbHYhUStmBKOAQAbafRWQ5cOKih3Pbr92BL0X7DYhVSlUqatklObnnNAl3FYti8QmlVDzQGPgduExEDrmfOgxcZlVcXvABMALInDG5PHBKRBzu+4G2r2sAx4DP3U1RnyqlogngfSwiB4F3gH3opH4aSCSw93Om3ParR3NaSU7uQUUpVQqYATwmImeyPye6P2tA9GlVSt0CHBWRRKtj8SE70AQYKyKNgRQuaoIJpH0M4G5n7o7+YqsMRHNp80XA8+Z+LcnJPWgm4VZKhaIT+9ci8l/3w0cyf7K5/x61Kj4Paw3cqpTai25q64Buj451/3yHwNvXB4ADIvK7+/50dLIP1H0McAOwR0SOiUgG8F/0vg/k/Zwpt/3q0ZxWkpN7UEzC7W5vngBsEZH3sj01G7jb/f/dwCxfx+YNIvKMiFQVkXj0Pl0iIgOAn4Be7sUCZnsBROQwsF8pVcv9UEdgMwG6j932AS2VUlHuYzxzmwN2P2eT236dDdzl7jXTEjidrfmm8ESkxN6Am4HtwC7gWavj8dI2Xof+2bYeWOe+3Yxuh/4R2AEsBspZHasXtr09MMf9f03gD2An8C0QbnV8Ht7WRsBq936eCZQN9H0MvAxsBTYCXwHhgbafgSnocwoZ6F9og3Pbr4BC9wDcBWxA9yQqctlm+AHDMIwAVJKbZQzDMIxcmORuGIYRgExyNwzDCEAmuRuGYQQgk9wNwzACkEnuhmEYAcgkd8MwjAD0/xkoC2VsaRWeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nYdcu8Pkqv94zz8ANN7hRmzp0CF98cWDx4sX0rOzFahM2pZ0HEZmjqqX+bLWSu4ltmZluEI6qJHbY17Jm6dLQx2RMFLDkbmJXUZFrlleV+vag9HT3fMBgD8bEC0vuJnYtWQJ5edVL7h06uNJ+BRfVjIlVltxN7Apep6nqxVRwbeI7drSSu4lbltxN7JoxA5o0gUq0eihVWpoldxO3LLmb2DV9Ohx/PCRU82Ocnm7VMiZuWXI3sennn2HFChg+vPrbSEuD9eshPz9kYZnaUVE3ue+99x6LFi2qxYiijyV3E5s+/9w9jxhR/W2kpbnn1atrHI6JLpbcLbmbWDV9OrRqta8TsOqw5pAx5cEHH6Rbt24cc8wxLPXuT3juuec4/PDD6d+/P+eddx55eXnMmDGDDz74gFtvvZWMjAxWrFhR6nLxzjoOM7FHteb17bCv5G717pV28803V9h9blVlZGTwRAUdkgUH58jKyqKoqIiBAwcyaNAgzj33XK699loA7rnnHl544QXGjRvHmWeeyemnn875558PuH5iSlsunllyN7FnxQpYu7ZmVTIA7dpBUpKV3GPA119/zTnnnEODBg0AOPPMMwFYsGAB99xzDzt27CAnJ4eRI0eWun5ll4snltxN7Jk+3T3XNLn7fHDooZbcq6CiEnZtu+qqq3jvvffo378/L730El988UWNlosnVuduYs/06dC+PXTtWvNtpaVZtUwMGDZsGO+99x579uxh9+7dfPjhhwDs3r2btm3bUlhYuF+XvAd2q1vWcvGsMmOopojIdyLyo4gsFJH7venpIjJbRJaLyBsiUs+bnuy9Xu7NTwvzMZi6RNW1lBk+3PXLXlPp6VZyjwEDBw7koosuon///px66qnFIzD9+c9/5ogjjuDoo4+mR48exctffPHF/PWvf2XAgAGsWLGizOXiWYVd/noDYDdU1RwRSQK+AW4Cfg+8o6qTReSfwI+q+qyI/Bbop6q/EZGLgXNUtdyxp6zLX1NpCxdCnz7w4ovwqxAMz/vgg3DPPW7AD68+1+zPuvyNDiHv8tcbEzXHe5nkPRQYAQSHF5kInO39fZb3Gm/+Cd4XhDE1F6r69qBgc0hr627iTKXq3EXEJyJZwCbgU2AFsENVgwP9rQXae3+3B9YAePN3Ai1K2eYYEckUkczNmzfX6CBMHfLll66evFOn0Gwv2BzSqmZMnKlUcldVv6pmAB2AIUCNK61UdYKqDlbVwa1atarp5kxdoApffQXHHRe6bQZL7nZRtVzRMGJbXVad979KrWVUdQfwOXAU0FREgk0pOwDrvL/XAR0BvPlNgK1VjsyYAy1dCps3w7BhodtmmzaQnGwl93KkpKSwdetWS/ARoqps3bqVlJSUKq1XYTt3EWkFFKrqDhGpD5wEjMcl+fOBycBo4H1vlQ+81zO9+dPVPhUmFL76yj2HMrknJLgqHiu5l6lDhw6sXbsWqz6NnJSUFDpUcazfytzE1BaYKCI+XEn/TVX9SEQWAZNF5P+AH4AXvOVfAF4RkeXANuDiKkVkTFm++gratoXOnUO7XWsOWa6kpCTSg9VXJmZUmNxVdR4woJTpK3H17wdO3wtcEJLojAlSdRdThw0LTfv2ktLSYM6c0G7TmAizO1RNbFi92vUnE8oqmaD0dNiyBXJyKl7WmBhhyd3EhnDUtwdZc0gThyy5m9jw1VfQrBn06hX6bR92mHtesSL02zYmQiy5m9jw1Vdw7LE167+9LMEOyJYtC/22jYkQS+4m+m3Y4BJvOKpkAJo2daM6/fRTeLZvTARYcjfR7+uv3XO4kjtAt26W3E1cseRuot8XX0BqKgw4qEVu6HTtatUyJq5YcjfRb9o0159MYhgHDuvWDdavt+aQJm5YcjfRbfVqV6I+8cTw7qdbN/dspXcTJyy5m+g2bZp7Pumk8O4nmNyt3t3ECUvuJrpNm+b6kwlH+/aSgv3VWMndxAlL7iZ6BQIuuZ94Yuj7kzlQgwbQsaOV3E3csORuotePP7o+X8Jd3x5kzSFNHLHkbqJXsL69tpJ7166W3E3csORuotenn0Lv3tCuXe3sr1s32L4dttrAYSb2WXI30WnvXndnam2V2sFazJi4YsndRKdvv3UJPtxNIEuy5G7iiCV3E52mTXN3pIazP5kDpaWBz2fJ3cSFCpO7iHQUkc9FZJGILBSRm7zp94nIOhHJ8h6jSqxzp4gsF5GlIjIynAdg4tTs2a4vmUaNam+fSUmub3dr627iQGU66ygCblHVuSLSCJgjIp968x5X1UdLLiwivXCDYvcG2gHTRKSbqvpDGbiJY6quGeR559X+vq05pIkTFZbcVXWDqs71/t4NLAbal7PKWcBkVc1X1VXAckoZSNuYMq1bB9u2Qf/+tb/vYO+QgUDt79uYEKpSnbuIpAEDgNnepLEiMk9EXhSRZt609sCaEqutpZQvAxEZIyKZIpK5efPmqkdu4tePP7rnSCT3bt0gL8/1EGlMDKt0cheRVOBt4GZV3QU8C3QGMoANwN+qsmNVnaCqg1V1cKtWraqyqol3WVnuuV+/2t+3tZgxcaJSyV1EknCJ/TVVfQdAVTeqql9VA8Bz7Kt6WQd0LLF6B2+aMZXz44+Qng6NG9f+voMdlC1cWPv7NiaEKtNaRoAXgMWq+liJ6W1LLHYOsMD7+wPgYhFJFpF0oCvwXehCNnHvxx8jUyUDcMgh0LLlvqohY2JUZVrLHA1cAcwXkSxv2l3AJSKSASiQDVwHoKoLReRNYBGupc0N1lLGVFpurrugeemlkdm/iKsOmjcvMvs3JkQqTO6q+g1QWn+rU8tZ50HgwRrEZeqqBQtcU8hIldzB7fuf/wS/393UZEwMsjtUTXSJZEuZoH79YM8eWLEicjEYU0OW3E10ycpyF1LT0iIXQ7CVjtW7mxhmyd1Elx9/dMk13CMvladXL1cdY/XuJoZZcjfRIxBwCTUjI7JxpKRA9+6W3E1Ms+RuoseqVZCTE9n69qB+/axaxsQ0S+4mekTDxdSgfv1g9WrYuTPSkRhTLZbcTfTIyoKEBOjTJ9KR7LuoOn9+ZOMwpposuZvoMW+e69ulfv1IR7Lv14NVzZgYZcndRI/586Fv30hH4bRvD82a2UVVE7MsuZvokJsLK1dGT3K3bghMjLPkbqJDsBfGaKhvD+rXz/2asIE7TAyy5G6iQ/DCZbSU3MHVuwd/URgTYyy5m+iwYIG7kHrYYZGOZJ9gi5ng4CHGxBBL7iY6zJ8PvXu7ppDRol8/qFcPZs+ueFljokwU/U8yddqCBdFVJQOQnAyDBsHMmZGOxJgqs+RuIm/zZti4MboupgYNHQqZmVBQEOlIjKkSS+4m8hZ4IzRGW8kd4KijID8ffvgh0pEYUyWVGUO1o4h8LiKLRGShiNzkTW8uIp+KyDLvuZk3XUTk7yKyXETmicjAcB+EiXHBljLRWHI/6ij3PGNGZOMwpooqU3IvAm5R1V7AkcANItILuAP4TFW7Ap95rwFOxQ2K3RUYAzwb8qhNfJk/H1q0cINTR5t27aBTJ0vuJuZUmNxVdYOqzvX+3g0sBtoDZwETvcUmAmd7f58FvKzOLKCpiLQNdeAmjixY4ErtkRygozxDh7rkrhrpSIyptCrVuYtIGjAAmA20UdUN3qxfgDbe3+2BNSVWW+tNO3BbY0QkU0QyN2/eXNW4TbwIBKKzpUxJQ4fC+vWwZk3FyxoTJSqd3EUkFXgbuFlVd5Wcp6oKVKlYo6oTVHWwqg5u1apVVVY18eTnn90AHdGc3IP17tYk0sSQSiV3EUnCJfbXVPUdb/LGYHWL97zJm74O6Fhi9Q7eNGMOFs0XU4P69YMGDaze3cSUyrSWEeAFYLGqPlZi1gfAaO/v0cD7JaZf6bWaORLYWaL6xpj9BZtBRnNyT0qCww+3kruJKZUpuR8NXAGMEJEs7zEKeBg4SUSWASd6rwGmAiuB5cBzwG9DH7aJG/Pnw6GHQuPGkY6kfEOHurbue/ZEOhJjKiWxogVU9RugrGYMJ5SyvAI31DAuU1d8/z0MGBDpKCo2dCgUFbm7VY89NtLRGFMhu0PVRM6mTbB8ORx9dKQjqdhRR7mmmp9/HulIjKkUS+4mcoJ12EOHRjaOymjRAgYPhv/+N9KRGFMpltxN5MyY4S5WDhoU6Ugq59RTXfe/27ZFOhJjKmTJ3UTOjBkusaekRDqSyjnlFHfT1bRpNd/WmjVw773Qti1cc03Nt2fMASy5m8goKHAXU2OhSiZoyBBo1gw+/rhm27n7bkhLgwcfhMREeO012LkzJCEaE2TJ3UTGDz+4rnRjKbn7fHDyya7evbr9zBQUwN/+BiNHurFZp0xx78M771S8rjFVYMndREbwbs/grf2x4pRT4JdfYN686q2fleWS+dVXu9L7kCFu3NhJk0IZpTGW3E2EzJjhklu7dpGOpGpGjnTP1a2aCbYQCn6picCll8L06bDBbuQ2oWPJ3dQ+VZfcY6lKJqhtW8jIqH6TyJkzoWNHaF+io9RLL3UXat94IyQhGgOW3E0k/Pyz60I3FpM7uKqZb7+FXbsqXvZAM2ceXBXVs6e7S9eqZkwIWXI3tS9Y3x7Lyb2oqOpNItevd19spV1nuOwy13po2bLQxGjqPEvupvbNmAENG0Z3H+7lGTrU3bH61ltVW+/A+vaSLrrI1b9b6d2EiCV3U7tU4bPP4MgjXRvvWJSUBBdeCO+/D7t3V369mTMhObn0jtI6dIDhw+HFF92vAmNqyJK7qV0LFsDixXDeeZGOpGYuu8x1//vuu5VfZ+ZMd0duvXqlzx83zlXbVGWbxpTBkrupXZMnu5uBYj25Dx3qmnK+9lrlli8ogDlzym/Xf8YZ0LkzPP54SEI0dZsld1N7VF1yP+EEaN060tHUjIgrvU+b5m5qqkjwjtzykrvPBzff7Er4NuqTqSFL7qb2ZGa6W+4vvjjSkYTGZZe59umTJ1e8bGXvyL3qKmja1ErvpsYqM4bqiyKySUQWlJh2n4isO2DYveC8O0VkuYgsFZGR4QrcxKDJk93FyHPOiXQkodGzJwwcWLmqmZkz3XCCFd2Rm5oKY8bA229DdnZIwjR1U2VK7i8Bp5Qy/XFVzfAeUwFEpBdwMdDbW+cZEfGFKlgTw4J3YJ56qiuZxovLLnO/SJYuLXuZ4B25le1HZ+xYV+3zpz9BXl5o4jR1ToXJXVW/Aio7OsFZwGRVzVfVVbhBsofUID4TL2bMgHXrXHvueHLJJZCQAC+8UPYyq1a5Yx82rHLb7NgRfvtbePnlfV0Db94cknBN3VGTOvexIjLPq7Zp5k1rD6wpscxab9pBRGSMiGSKSOZm++DGv8mToX59OPPMSEcSWm3bwvnnw7/+VXZ3BF9+6Z6PO67y2/373+Grr9zQfvfc4y5At2njtvHXv1a/y2FTZ1Q3uT8LdAYygA3A36q6AVWdoKqDVXVwq1atqhmGiQl5ee7OyzPPdHXK8ebWW11if+650ud/8QW0bAm9elVtu8ceC1Onum6CH33UNZXMzYXbboM//rGmUZs4V61bBFV1Y/BvEXkO+Mh7uQ7oWGLRDt40U5e98gps3+7qkuPR4MHu7tLHH3c3Ih14k9KXX7oqGZHqbb9/f/cAV2K/9lr4v/9zXSDcfHONQjfxq1oldxFpW+LlOUCwJc0HwMUikiwi6UBX4LuahWhimio8+aRrVXL00ZGOJnxuu83Vqx/YLHL1aveoSpVMeUTgn/+Ec8+F3/3O1csbU4rKNIV8HZgJdBeRtSJyDfCIiMwXkXnAcOB3AKq6EHgTWAT8F7hBVf1hi95Ev08/dd0N3Hxz9UuusWDkSNcR2iOP7F8fXp369ooEx10dPhyuu859qRhzANEouDAzePBgzczMjHQYJhxOO83ddr96tes0K5698gpceSV89JE7boBrrnF9xWzZ4lrVhNLKldC9u6umeeaZ0G7bxAQRmaOqg0ubZ3eomvBZutRdEPztb+M/sYO78zY9Hf7wB9fVAOyrbw91Ygc39uqvfw3PP++aWxpTgiV3Ez7/+Ie7uHjddZGOpHYkJcGzz8KSJfCXv8DatbBiRWirZA50zz2uT5oHHgjfPkxMsuRuwkMVpkxxXQ20aRPpaGrPyJFw+eXw0EMu0UN4k3v79vtueFqyJHz7MTHHkrsJjw0bYOPG+G4hU5bHHoPGjV3pvUmTfc0Yw+WOO6BBA9ddgTEeS+4mPObOdc+ljToU71q12ter4zHHuGqTcO/v97+HN9+Er78O775MzIjRcc5M1PvhB9f0Mdyl1mh1+eXugvIJJ9TO/m6/HSZOdFU0c+e6+n9Tp1nJ3YTH3LnQtSs0ahTpSCJDxN1FOnx47eyvQQN3s9iCBa5fGlPnWXI34TF3rrsr1dSeM8+E00+H++5zLXVMnWbJ3YTe1q1uoGdL7rVLxJXai4pcHbyJfosXgz88N/Fbcjeh98MP7rkuXkyNtPR0uPtueOst+PjjSEfjBIcitBut9peT4wZwuemmsGzekrsJPUvukXXrrdCjh7u4GumRnFatctcdLrnEtRxauTKy8USTiRNh5043mlcYWHI3oTd3rhsvtEWLSEdSNyUnu8FDsrPhz3+OXBwTJ0K/fu7L/qGHYO9eOPFEux4A7tfMk0/CkCFw5JFh2YUldxN6P/xg9e2RNmwY/OpXbpCP+fNrf/+zZsFVV7m+7ufPdzdaffKJ60DtxBNh06bajymafPwxLFsW1t5SLbmb0Nq9G376yZJ7NPjrX91g5Ndd50qKtUXVJa1DDoEPP4ROndz0wYNdR3I//+z6oq/LnngC2rVzQzSGiSV3E1o//uj+c1t9e+S1aOH6l5850/XzU1tefx1mz3bdLxw4rOIxx8CYMe6C7y+/1F5M0WTBApg2zY1MFsabzSy5m9AKXky1knt0uPJK6NPHtaApLAz//vLy3N2yAwbA6NGlL3PDDS6WssacjXdPPgkpKe5LLowsuZvQmjsXWreGtm0rXtaEn8/nStDLl8MLL4R/f48+6i6YPvFE2X3Yd+0Kp5zihgusjS+caLJ3L7z6quueIswNDiozzN6LIrJJRBaUmNZcRD4VkWXeczNvuojI30VkuYjMExErvtU1wYup8TykXqw5/XTXO+f990Nubvj2M2sWPPywq0ceNqz8ZceOhfXr3ShVdUlWlkvwo0aFfVeVKbm/BJxywLQ7gM9UtSvwmfca4FTcoNhdgTHAs6EJ08SE/HxYuBAyMiIdiSlJBMaPd3XcTz4Znn3MnetK4+3aVa5vm1NOcSNJPfVUeOKJVt9/754PPzzsu6owuavqV8C2AyafBUz0/p4InF1i+svqzAKaioj9Pq8rFi1yt77bxdToc/TRcMYZLslv2RLabc+fDyed5FrmTJ9euSo5n8/dZPX11+4ifF3x/feuFVH79mHfVXXr3Nuo6gbv71+A4FA77YE1JZZb6007iIiMEZFMEcncvHlzNcMwUSUryz1byT06PfSQu+U9lEPybdrkEnv9+vDZZ+7mtcq6+mq3Xl0qvX//vSu110K1ZY0vqKqqAlqN9Sao6mBVHdyqVauahmGiQVYWNGwInTtHOhJTmt69XQuNZ54J3ZB8d9/tOor7+OOqn/dmzdyFxddeg+3bQxNPNNu5073vQ4bUyu6qm9w3BqtbvOfg7WbrgI4lluvgTTN1QVaWu9083CMPmeq7/373BXzbbTXf1ty5rgXOjTdC377V28YNN8CePfDvf9c8nmg3Z457roX6dqh+cv8ACDZiHQ28X2L6lV6rmSOBnSWqb0w8U3V1p1YlE91at3al7Q8/dNUo1aXqknrLlnDvvdXfTv/+7samZ56p3btoIyF4MXXwYACKiop46qmnmBNM+iFWmaaQrwMzge4islZErgEeBk4SkWXAid5rgKnASmA58Bzw27BEbaLP6tXuZ6cl9+h3442Qlub6fC8qqt42Jk+Gb791beibNq1ZPGPHwooVru+ZePb9966FUIsWfPbZZ2RkZDBu3DgmTZoUnv2pasQfgwYNUhPj3n1XFVRnz450JKYy3n7bna9x46q+bl6eaocOqgMHqhYV1TyW/HzVtm1VR42q+bai2aGHas555+kFF1yggKanp+s777yjgUCg2psEMrWMvGp3qJrQyMpydyT26RPpSExlnHuuK7n/4x/uTtGq+OADdxfqww+H5vpKvXruQu/HH7s7aePRpk3s/PlnRs6Zw9tvv80DDzzAokWLOOeccxDrFdJEtaws6N7dDdRsYsMjj7g7JceOde3TK2vSJHez0ogRoYtlzBj3RfH006HbZhTZ+tlnnAjMXrOGyZMnc++995KSkhLWfVpyN6GRlWX17bHG53M9OHbv7roMCN6nUJ7t210J+6KLQtsqql07uPRSN8hInPUWuWvXLobffDPzgfcmT+aCCy6olf1acjc1t327u6BqyT32NG4MH33kuuYdPtz1D1Oed95xnX1dcknoY7n3XigocDdbxYlAIMDo0aNZtHkzH6alcVoY+28/kCV3U3PB28ctucem9HTXDUCLFm6UpM8/L3vZ11+HLl2Km/OFVJcubvSmf/4zbobiGz9+PO+99x6PNmjAScOH1+q+Lbmbmgv+nO/fP6JhmBro1Mkl+LQ0OPVUd9H0QBs2uLr5Sy4J3+3z997r2tA/+GB4tl+LPv30U+655x4uPussbsrNrfU+lyy5m5rLynKdRbVpU+GiJoq1bQtffOHuMj733IPvGn3zTZd4w1ElE9SpE/z61+7O1+zs8O0nzNavX88ll1xCr169eP63v0UAunWr1RgsuZuas4up8aNlS1c6HzHCdez1l7+4KpI9e1yVTEYG9OwZ3hjuuss1q/2//wvvfsJEVbnuuuvIzc1lypQpNFy/3s3o0qVW47Dkbmpm61Y3JmQ46mBNZKSmuousF13kuiro2NE1cZ09O7yl9qAOHeDaa2HiRHehPsa8/PLLfPTRRzz00EN0797dtd1PTNw3UHgtSazVvZn489FH4PfDmWdGOhITSvXqufbso0e7kvuWLW581DCP+1nstttcs8hHHomptu/r1q3jpptu4thjj+XGG290E5cvd4k9sXbTrSV3UzPvvutKWoMGRToSE2oJCe7iaiR07Ohazrzwgvv10K5dZOKoAlVlzJgxFBQU8OKLL5IQHEN2+fJar5IBq5YxNZGb6zp7OvtsGzPVhN4dd7iOzR59NNKRVMprr73G1KlTefjhh+kSTOaqltxNDPrf/9xgv+ecE+lITDw67DC47DLX7j3KR2vbsmULv/vd7zjqqKMYO3bsvhnbtrneUiMwgI0ld1N9774LzZtXPNK9MdV1552uAPHYY5GOpFy33HILO3bsYMKECfuqY2BfR2hWcjcxo7DQDfhwxhm1fqHI1CE9esAFF7hxVrdti3Q0pZo2bRovv/wyt99+O30O7BXVkruJOV99BTt2WJWMCb977nEDez/5ZKQjOUheXh7XXXcdXbt25Z577jl4gRUr3PWo9PRaj82Su6med991I9efdFKkIzHxrm9fV4h48klXfx1F/vjHP7Jy5UomTJhQehe+y5e71mRh7t63NDX6PS0i2cBuwA8UqepgEWkOvAGkAdnAhapaB4Y2j2OBAKxaBfPnuxuWFi6E//wHTjnF+m83tePee12B4h//cCX5KDBr1iwef/xxfvOb33D88ceXvlCEWsoAiBupqZoru+Q+WFW3lJj2CLBNVR8WkTuAZqp6e3nbGTx4sGZmZlY7DhNCW7e6JD5/Psyb5x4LFrgbWILS06F3b/jTn+zOVFN7zjgDZsxwfc40ahTRUPLz8xkwYAA5OTksWLCAxo0bl75g69auqfCECWGJQ0TmqGqp/wnDcSXsLOB47++JwBdAucndRMDevbBo0b5EHnxs2LBvmRYtXCdS117rfhr37Qu9ernb042pbffeC0ccAc88A7dHNqU88MADLF68mI8//rjsxL5rl2vCGYFmkFDz5K7A/0REgX+p6gSgjaoGM8QvgHUVGEm5ue6n4eLF7hFM6MuWueoWcPWBvXrBySe7MVD79nVJ/ZBD7OYkEz2GDHF3zI4fD9dc4zo5i4Dvv/+e8ePHc9VVV3HKKaeUveCKFe45QtUyNU3ux6jqOhFpDXwqIktKzlRV9RL/QURkDDAG4NBDD61hGHXY3r2wbp17rFnj6sZXrnSPZcsg2CMduNvJDzvMJe8LL9xXGu/SxZozmtjw6KNu3IC773Z9z9SyXbt2cfHFF9OuXTseq6jtfQSbQUINk7uqrvOeN4nIu8AQYKOItFXVDSLSFthUxroTgAng6txrEkdMKipy3aju3eueg4+8PNfsKycHdu92P+127nSPbdvcY8sW2LQJNm4svfVA27auXvykk6BrV/fh6tXL/V3OVXu/38/KlStZunQpSUlJNG/enObNm5OWloYvlONlGlNdvXrBuHHwxBOuurAWr/moKtdffz3Z2dl8+eWXNGvWrPwVgsk91qplRKQhkKCqu72/TwYeAD4ARgMPe8/vhyLQChUWuvqt3btdYszNddUOwQvGiYmQlLSvhKrq5vv9+55F3CMhwT18PvcQccuruv3k57uknJu7LwkHE3HwsXOnew7Gk5OzL5nn5++rEqmslBRXB968uXtkZLjBMdq0gfbtXXOrDh1c73P161d6s/n5+UyaNInnn3+eH374gT179hy0TNOmTRk2bBjHH388Z599NukRaLNrTLE//cn1WDluHHz7rfu/WgtefvllJk2axAMPPMAxxxxT8QorVrj/nxG6RlXt1jIichjwrvcyEZikqg+KSAvgTeBQYDWuKWS5t5ZVu7XMp5+6n2dr17oR02vQ8ickEhPdgMNNmux7Tk11V/ZTU13STUlxj+Tk/V/Xr7/vEVw+NXXfturVC2moeXl5/O1vf+Opp55i06ZN9OnThxNPPJG+ffvSq1cv/H4/27dvZ+PGjcyaNYsvvviC5V5J5Nhjj2X06NFcdNFFpNrFVRMJEye6XiNfesl1SxxmixYtYsiQIQwePJjPPvuscr9kjz/e/UL/5puwxVVea5kaNYUMlWon92++gT//eV+ptW1blwwbNnTtr4OlbnBvcmEhO3bsoKCoCPH5SEpMpGmTJm654Ld/ILDv4fe7R5CIK/0nJ7tHw4b7EnHjxm5aDFyAnDVrFqNHj+ann35i1KhR/P73v2fEiBFIBbFnZ2czadIkJk6cyE8//USTJk249tprGTdunF03MbUrEIBjjoGlS91IYB07hm1XmzZt4ogjjmDPnj1kZmbSoUOHyq3YoYMbcPyll8IWW3nJHVWN+GPQoEEaLgUFBfr+++/r2LFjtWfPnopr4VP86Natm/7+97/X6dOna1FRUdjiiAYFBQV61113aUJCgh566KE6ffr0am0nEAjot99+qxdddJH6fD71+Xx62WWX6aJFi0IcsTHlWLpUNTVV9eijVQsKwrKLvLw8PfLII7V+/fo6e/bsqqzoKnIfeCAscQUBmVpGXo14YtcwJfft27fr+PHjtX379gpogwYNdOTIkfqXv/xFn376af3HP/6hDz/8sI4cOVLr1aungPbp00c/+ugjDQQCIY8n0rZu3aojRoxQQK+++mrduXNnSLa7evVqveWWW7RBgwYqInrxxRdbkje1Z9Ikl8buuCPkm/b7/XrhhReqiOiUKVOqtvL337u43nor5HGVVKeS+44dO/See+7R1NRUBXT48OH64Ycfan5+fpnr7N69W1999VXt0qWLAnrsscfqDz/8ELKYIm3p0qXatWtXTUpK0pdeeiks+9i0aZPecccdmpqaqgkJCTpmzBhdv359WPZlzH7GjHGpbOrUkG2yqKhIr732WgX0kUceqfoGnn3WxbRqVchiKk2dSO45OTk6fvx4bdasmQJ6wQUX6Ny5c6u0jYKCAn3mmWe0devWmpiYqPfdd58WhOnnXm35/PPPtWnTptqyZUv9+uuvw76/TZs26Y033qiJiYnaoEEDvf/++3XPnj1h36+pw/LyVPv1U23aVHXevBpvrrCwUC+77DIF9K677qreL/lrrlFt0UI1zLUAcZ3cc3Nz9dFHH9XWrVsroKeeeqrOmTOn2ttTVd2yZYteeumlCujAgQN1wYIFNdpepLzyyiualJSkvXr10pUrV9bqvpctW6bnn3++Atq5c2edGsJSlTEHyc5Wbd9etW1b1RUrqr2ZvXv36nnnnaeAPvjgg9WPp39/1ZEjq79+JcVtcp86daq2adNGAT3xxBNDXjKdMmWKtmrVSuvVq6d//etfY+aCayAQ0AceeKC4Wmr79u0Ri+XTTz/V7t27K6DnnHOOrlu3LmKxmDi3cKFq8+aqnTurbthQ5dVXr16tQ4YMUUAff/zx6seRl6fq86nefXf1t1FJcZvcFy9eHJakXtLGjRv17LPPLq6LX7ZsWdj2FQq7du3SCy+8UAG94ooryr3WUFvy8/P1oYce0pSUFG3cuLH+61//Ur/fH+mwTDyaNUu1YUPVPn1Uq1CQ+Pjjj7V58+baqFGjql88PdDMmS61vvtuzbZTCXGb3GtLIBDQiRMnauPGjbVevXp655136u7duyMd1kEWLlyoPXr00ISEBH3ooYeirtXPsmXLdPjw4QrosGHDdOnSpZEOycSjzz5zTSQ7dVJdvLjcRbdv365jx45VEdF+/frpTz/9VPP9/+MfLrWuWVPzbVXAknuIrF+/Xq+88koFtF27dvr000/rrl27Ih2WFhQU6BNPPKENGzbU1q1bV7v9em0IBAL6wgsvaNOmTTU5OVn/8pe/xPxFaxOF5sxRbd3aVdN8++1BswOBgL7yyivapk0bTUhI0LFjx2pubm5o9j16tGqbNmG/mKpqyT3kZs6cqUcccYQCmpqaqtdff71++eWXoftwVFIgEND//Oc/xXXaJ598cszUaW/YsKH4gmvfvn1rpSWPqWNWrFDt0kU1MVH1zjtVc3O1qKhI33jjDc3IyFBAhwwZUuMGGAfp3Vv1tNNCu80ylJfcY7v7gQhSVb777jueeeYZ3njjDfLz80lMTCQjI4Pu3bvTvHlzmjVrRnJyMkVFRRQVFVFYWEhBQQEFBQWoKikpKSQnJ9OoUSPatGlD69atadu2LR06dKBly5YklNIhkt/vZ+HChbz11ltMmTKFJUuW0LVrVx577DFOO+20CrsQiDbvv/8+N954Iz///DNXXnkljzzyCG3a2BAAJkS2boVbbmHzxIlMat6cp+vVY9kvv9C9WzfuvOkmrkhKIuGNN2DOHNfj5KBBcNRRcO65rjuRqsrJcV2g3Hsv3HdfyA/nQPHbt0yU2L59O99++y0zZ85kxowZ/Pzzz2zbto0dO3bst1xSUhLJycnU8zoBy8/PZ+/evfhL9l/jqVevHq1bt6ZRo0Y08oYUW79+PRs2bMDv95OQkMBxxx3HxRdfzFVXXVW8zViUm5vLgw8+yKOPPkpycjK33HILv//978se4caYStiyZQuffPIJb731Fv/56COK/H4OB24DzgF8CQmuj5ouXeC442DJEvjhB9ftdvv2brSnX/+6Sr2s8s03cOyx8OGHcPrpYTqyfSy5R4jf78fv95OYmFhqKTwoLy+PjRs3snHjRjZs2MC6detYu3YtGzduJCcnh5ycHAKBAO3ataN9+/Z07tyZUaNGxV0J96effuLuu+9mypQptGjRgttvv50xY8bQpEmTSIdmYsDWrVuZNWsWM2bMYPr06cyePRtV5ZBDDuHyyy9n9KWX0ic3F1avduOw5ufDWWfBwIH7Ovzz+2H6dNch4ddfuy57x42D3/zGdbldkSeegN/9zg2S07ZtOA8XsORuYkxmZiZ33XUXn376KampqVx11VWMHTuW7t27Rzo0EwUCgQCrV69m/vz5zJs3j6ysLLKysljhDWvn8/kYNGgQo0aNYtSoUQwaNKjcwlWZvvwSHnoIPvnEld6vusp1LzxkSNm9v15xhftyWLeu+gdYBZbcTUyaO3cuTz75JK+//jqFhYUMGDCAiy66iHPPPZcuXbrE3PUFU3U5OTnMmzePH3/8sfh5/vz55OTkFC/TpUsXMjIyGDhwIEOHDmXw4ME0bNgwdEEsWACPPw6vvgoFBZCWBhdcACNGwJFHQtOm+5bt2RO6dYP3a2eMIkvuJqb98ssvvP7667zxxhvMnj0bgPbt2zNs2DCGDh1Kr1696NGjB23btrWEH6MKCwtZtWoVixYtYt68ecyfP58ff/yR5cuXE8xRTZs2pV+/fvTr14++ffvSt29f+vTpU3xNKux27HBJ+8034X//c2NEiED37m6w7vr1Ydo0uP9+d0G1FlhyN3EjOzubqVOn8vXXX/Pll1+yYcOG4nkNGjSgbdu2xS2PGjduTOPGjWnUqBENGjQofqSmphZfqG7evDktWrSgRYsWNGjQIIJHFnsKCwvZtm0bW7duJTc3lz179rB3716KiooIBAIEAoHi605+v589e/aQm5tLbm4uW7ZsYcOGDWzYsIHs7Gyys7OLGxaICJ07d6Zv374MGDCAjIwM+vfvT8eOHaPnyzsnB777DmbMgMxMN6Tmnj1uNLjnn4c+fWolDEvuJi6pKuvXr2fJkiUsWbKE5cuXF1+Y3rRpE7t372b37t3s2rWLoqKiCrfXpEkT2rVrR7t27ejUqRPp6emkp6fTuXNnOnfuTMuWLaMnudSSLVu2sHjxYhYvXszSpUtZtWoVq1atYvXq1Wzfvr3a201OTi7+Iu7UqRNdu3ala9eu9OjRgz59+oS2WiWORSS5i8gpwJOAD3heVR8ua1lL7ibcCgsLycvLIzc3t7gF0q5du9i2bRvbtm1jy5YtrF+/nvXr17N27Vqys7PZuHHjftto3Lgxhx12GOnp6Rx22GEceuihdOjQgY4dO9KmTRtatmwZs6X/nTt3smjRIhYuXMjChQtZsGAB8+fP3+89qF+/Punp6aSlpdGpUycOOeQQWrZsSfPmzUlNTaV+/frUr1+/uHWYiODz+Yof9evXp2HDhjRs2JAGDRrUuS/KcCgvuSeGaYc+4GngJGAt8L2IfKCqi8KxP2MqkpSURJMmTarUrDIvL4/Vq1ezYsWK4sfKlStZsmQJU6dOJT8//6B16tevT5MmTUhNTSU1NZWUlBTq1atHUlISPp+PhISE4sQHrgqi5DSfz0dSUhJJSUnUq1eP5ORkUlJSSElJKU6KDRs2JDU1db9E2aBBA1JSUorX9fl8xdUhBQUF7Nq1q/jLLFgdsmbNmuLjOjCJ9+7dm1GjRtGnTx969epFz5496dixY/VanZiICEvJXUSOAu5T1ZHe6zsBVPWh0pavbsn986WbuP+DhSgQKOU4AgHwB5SAKgkiJAgkJAgJIvgSxLVmUjeYanHs3j+qbl1/QBEBX4LgE6EooOQX+ckvCiBAvcQEknwJxcsXBQKAkOQTEn2CKhQUBSj0B1Cgns8t70sQAqqoUvysKIJbL8mXgAgEAopflUAASjtXCsXrutDdcbqkAT4RRKT4WPwBLZ7vS5DimN375HVHASQmJJCcmEC9xASKAgH2FgbIL3R1oj7vPQS82JQkXwIpST6SExNQ3DHnFwXcmOIJQlJiAgIEvOMVwZ0HkeLlC/2B4nMV3EdwOZHSjzO4bkFRgKKAN0/ceQyuJ8FzL4JAicTqtll87kvsq8ivFPgDFPkD7rPjnf+AKkUBpcgfQPJ3Qe42NGcrBTnbyc/ZSUHOTgr35lK0N4+i/DzwF0LAD4Ei94FEUQ14H7pgHyCgGvCmB1C/Hw34CRQVEigqQIsKCBQV7B9sTSUkkJTagpTmbUlp2Z7kFu1IbtmJlFadSGrahqREH0m+BJJ8QqFfyS8KUBRwn3lfQgK+hP0/a+5zpPgDAXzeZyfJJ/t9RgPeZ8Xvfd73C8c7R2UJKBQFAhT63XuW5Esg0ec+I0Xe51pVSfQlkJTgPvMB9aaDd95dzP7iW/SD/w/c/5OEBCHR+9wV+N3n0f1/cdN9PtnvmIO5ArzPi/cZTkgQ6nnxBfNCyfxU/F54/99GD03jxhO6Vus01nrJHWgPrCnxei1wxAFBjQHGABx66KHV2knT+kn069B0/zfbo3jJI8E9q+5LRME31q9a/J/dy/PFyc0lHvdlgLes30tiwaSnCoV+l1gQSEpIwOed0CK/SzYiLqHXS3QlHre8+08Q/KIp+cFTlCK/UujF6fM+WBJMVKW8D8F13XFr8bGW/BAlFn+psd/8BHFfRC4WipN2ofdhLfAHSEoQkpMSqOdL2O8/TTAZJohQ6HfJfG+hHxE56JgL/QFgX4IF73x4n3m3vPef0jt2f2Df8QRKnCtKnKd96yaQmLB/MlFKfGHt9x/K+5Lw/tcf+N4FvOSR5HPbVPZ9MfoS3BdPYkIChX7vS6/IHXPwPU5McF/QiQlSnJQKitT7Elf8yr4vmxL7L+28Jvnc/lAoKswnf+8eCvbuoSh/D4X5eyjcuwd/QT6FBXspzN/rurgoLMRf5MeX6MOX4COpXhIpDVJp0LAR9VMb06BZC5IbNoWEhOIkq+o+6z6vYO4PKAVF7os/MSHBK8Ts+3/k92uJ94vi5BcsABX/v2D/L9vgl2TJHwCq+z6TZeV3EfZL3IX+AEV+954m+vad++AXQPD/TrAQpyXOe8nCSUBLFqC0+P958DMVLIQV+d2XlwY/QyU/g+rOU7CgF1Cl0O/eg+A59nnPQQleocuXAN0PCU9rn3Al9wqp6gRgAriSe3W2MeDQZgw4tFlI4zLGmHgQrgq0dUDHEq87eNOMMcbUgnAl9++BriKSLiL1gIuBD8K0L2OMMQcIS7WMqhaJyFjgE1xTyBdVdWE49mWMMeZgYatzV9WpwNRwbd8YY0zZrNGqMcbEIUvuxhgThyy5G2NMHLLkbowxcSgqeoUUkc3A6mqu3hLYEsJwYoEdc91gx1w31OSYO6lqq9JmREVyrwkRySyrb4V4ZcdcN9gx1w3hOmarljHGmDhkyd0YY+JQPCT3CZEOIALsmOsGO+a6ISzHHPN17sYYYw4WDyV3Y4wxB7DkbowxcSimk7uInCIiS0VkuYjcEel4wkFEOorI5yKySEQWishN3vTmIvKpiCzznuNq1BIR8YnIDyLykfc6XURme+f6Da8r6bghIk1FZIqILBGRxSJyVB04x7/zPtMLROR1EUmJt/MsIi+KyCYRWVBiWqnnVZy/e8c+T0QG1mTfMZvcSwzCfSrQC7hERHpFNqqwKAJuUdVewJHADd5x3gF8pqpdgc+81/HkJmBxidfjgcdVtQuwHbgmIlGFz5PAf1W1B9Afd+xxe45FpD1wIzBYVfvguga/mPg7zy8BpxwwrazzeirQ1XuMAZ6tyY5jNrkDQ4DlqrpSVQuAycBZEY4p5FR1g6rO9f7ejftP3x53rBO9xSYCZ0ckwDAQkQ7AacDz3msBRgBTvEXi7XibAMOAFwBUtUBVdxDH59iTCNQXkUSgAbCBODvPqvoVsO2AyWWd17OAl9WZBTQVkbbV3XcsJ/fSBuFuH6FYaoWIpAEDgNlAG1Xd4M36BWgTqbjC4AngNiDgvW4B7FDVIu91vJ3rdGAz8G+vKup5EWlIHJ9jVV0HPAr8jEvqO4E5xPd5DirrvIY0p8Vycq9TRCQVeBu4WVV3lZynrj1rXLRpFZHTgU2qOifSsdSiRGAg8KyqDgByOaAKJp7OMYBXz3wW7outHdCQg6sv4l44z2ssJ/c6Mwi3iCThEvtrqvqON3lj8Ceb97wpUvGF2NHAmSKSjatqG4Grj27q/XyH+DvXa4G1qjrbez0Fl+zj9RwDnAisUtXNqloIvIM79/F8noPKOq8hzWmxnNzrxCDcXn3zC8BiVX2sxKwPgNHe36OB92s7tnBQ1TtVtYOqpuHO6XRVvQz4HDjfWyxujhdAVX8B1ohId2/SCcAi4vQce34GjhSRBt5nPHjMcXueSyjrvH4AXOm1mjkS2Fmi+qbqVDVmH8Ao4CdgBXB3pOMJ0zEeg/vZNg/I8h6jcPXQnwHLgGlA80jHGoZjPx74yPv7MOA7YDnwFpAc6fhCfKwZQKZ3nt8DmsX7OQbuB5YAC4BXgOR4O8/A67hrCoW4X2jXlHVeAcG1AFwBzMe1JKr2vq37AWOMiUOxXC1jjDGmDJbcjTEmDllyN8aYOGTJ3Rhj4pAld2OMiUOW3I0xJg5ZcjfGmDj0/7199FMq4fNMAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2th class\n"
     ]
    },
    {
     "data": {
      "image/png": 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116469oUXXmDnzp20atWKJ554gg8//BCAYcOGcenSJZo3b86cOXNo1KhRidf94IMPeOihh2jTpg2lnZ31scceY968ebRt25aLeeZt79WrF/v37893E9MRSpxOVinVEVgItMdoQlkE7AB6AMvz3MTcIyJvF1eWnk5Wq1TeeAP+8x+j3bs811+8/no4fx7sPOlTRZhOVrPzdLIish3jZuUu4E/LOfOBx4HJSqmjQDDwvu2ha5qLOHHC6Co4YADcdlv5XnvAANi3T09upVnXC0VEnheRJiLSQkTuEpF0EflLRDqISAMRuVVE0h0drKZVCCLGYsQmk7HkWXk0neQ1cKDx/dtvy/e6WoWjR2JqWml9/jmsXWusqOOMnlWNGhkTXOkEfs3TCVzTSuPSJWOQS4cO8OCDzotj4EBjitrkZOfFoDmdTuCaVhpTphhJfMECo1+2swwYAOnpRhLXrlk6gWuatX7+2egu+Nhj9ptlsKx69ICAAGONTe2apRO4plkjPR0eeADq14fnnnN2NODpaYzKXLHCGJVZCZU0BeuKFSvYv39/OUZU8egErmnW+N//jCXS5s0DX19nR2O49VaIjYWNG50diVPoBK4TuKaV7PRpo8fJ8OFw443OjuYf/foZ/0yWLnV2JHbz0ksv0ahRI7p168ahQ4cAWLBgAe3bt6d169YMGzaMlJQUfvnlF77++mumTJlCmzZtOHbsWKHHVXYOnA1H0yqJqVONvt8OWFHFJr6+Rm+UL7+EOXPselN10qRJJU7PWlpt2rThjWImycpZwGH37t1kZWURFRVFu3btuOWWW7jvvvsAeOaZZ3j//feZOHEigwYNYuDAgQwfPhww5jUp7LjKTNfANa04GzcaQ+Uff9xYEaeiGT7cWCdz0yZnR2KzTZs2MXToUHx9falSpQqDBg0CYO/evXTv3p2WLVvy6aefsm/fvkLPt/a4ykTXwDWtKFlZxgyDdesatfCKqH9/8PExmlF69rRbscXVlMvbmDFjWLFiBa1bt2bRokVs2LDBpuMqE10D17SiLFhgTBf7+usV58ZlQX5+Rp/w5cuN2RFdWI8ePVixYgWpqakkJibyjaWLZGJiImFhYWRmZuab7rXglK1FHVeZ6QSuaYW5eNGYrKpXL6OZoiK79VZjdkLLnNauKioqittvv53WrVvTr1+/3JV4/vvf/9KxY0e6du1KkyZNco8fMWIE//vf/2jbti3Hjh0r8rjKrMTpZO1JTyeruYzx4+G99+CPP6B5c2dHU7ykJGOptXHjjJuZZaSnk60Y7DqdrKZdc3buhPnzjfbvip68wViDc8AAWLbM5ZtRtNLRCVzT8jKb4eGHjRrtCy84OxrrjRhhNKP8/LOzI9HKkU7gmpbXxx/Dtm0wfToEBjo7Guv172/UxBcvtqmY8mxS1a5W2udfJ3BNy5GQYPT37tQJ7rrL2dGUjq8vDBpk9EbJzCxTEd7e3sTFxekk7iQiQlxcHN7e3lafo/uBa1qOl14ymiG++cZYbcfVjBgBn30G69YZw+xLKTw8nJiYGGJjYx0QnGYNb29vwsPDrT5eJ3BNAzhyBGbNgjFjwNJ9zeX07QtBQUYzShkSuIeHB/Xr17d/XJrDuGA1Q7tWZWRk8Prrr/PDDz/Yv/DJk8HbG155xf5llxcvLxg6FL76CtLSnB2NVg50Atdcwr59++jYsSNTpkxh2rRp9i18zRpYtQqefRZq1rRv2eVtxAhITDQek1bp6QSuVXgLFy6kXbt2nDlzhu7du7Nr1y6y7LWIQUYG/Pvf0LCh8b0ImZmZ/PHHH/a5piP17g0hIcbCy1qlpxO4VqFlZ2czadIk2rdvz969e3nggQdITU2130T+b74Jhw8b3z09izzs9ddfp02bNqxdu9Y+13UUd3djaP033xgjNLVKTSdwrULbt28fiYmJjB8/ntDQ0Nz5MewyJcPff8OLLxpzahdz0y8zM5O5c+cC8MADD5BU0RPjyJGQmgorVzo7Es3BdALXKrStW7cC0KlTJwAaNGhAlSpV+O2332wv/PHHjSaUWbOKPWzlypWcOXOGqVOncvLkSZ6rCGtiFqdLF2MK3M8+c3YkmoPpBK5VaFu3bqV69epERkYCYDKZiI6Otj2Bb9kCn3wCjz4KDRoUe+js2bOJiIjg5ZdfZsKECbz55pv8+uuvtl3fkUwmuOMO+P57Y1ZFrdLSCVyr0LZu3Urnzp1RSuVua9++PXv27CE9Pb1shWZmwoQJULs2PPVUsYfu2bOHjRs38uCDD+Lm5sYrr7xCWFgY9957r/1upDrCyJHGghTLljk7Es2BdALXKqy4uDgOHz5M586d822Pjo4mMzOTPXv2lK3gWbPgzz+NqVf9/Ys9dM6cOXh7ezNu3DgAAgMDmT59On/++Sdbtmwp2/XLQ8uW0KyZbkap5HQC1yqs7du3A1yVwHNuZJapGeX4cWOWwcGDYciQYg+9fPkyn3zyCXfeeSfVqlXL3T5gwABMJhM//fRT6a9fXpQyauGbNsGpU86ORnMQncC1Cmvr1q24ubkRHZ1/Hvu6detSvXr10idwEXjwQaONePbsEg//4osvSE1N5eGHH863PTAwkKioKNavX1+665e3O+4wvts4Q6FWcekErlVYW7dupVWrVvj5+eXbrpQiOjq69F0Jly41Rij+3/9BnTolHr5nzx4CAwNp3br1Vft69erFtm3bSElJKV0M5Sky0phZ8RpZH/JapBO4ViFlZ2ezffv2q5pPcrRv3579+/eTnJxsXYGXL8Mjj0BUlLFggxUOHTpE48aN891AzdGrVy8yMzP55ZdfrLu+s4waZSzMXNb7BVqFphO4ViHt27ePpKSkYhO42Wxm165d1hU4darRpe6994zRilbISeCF6datG25ubhW7HRzg9tuNx/vxx86ORHMAncC1CqngAJ6CctrFrWpG+flnI3FPngxt21p1/eTkZGJiYopM4AEBAbRv377iJ/CQEGO1ns8+0+tlVkI6gWsV0tatWwkJCeG6664rdH/NmjUJDw8v+UZmWhrcfz/Ur1+qNS4PHz4MUGQCB+jduze//fZbxR9af9ddxrQBFf2mq1ZqViVwpVSQUmqZUuqgUuqAUqqzUqqaUuoHpdQRy/eqjg5Wu3Zs27btqgE8BTVt2pRjx44VX9DLLxuTVb37rrHsmJUOHToEFJ/Ae/XqRVZWFps3b7a6XKcYONBY31M3o1Q61tbA3wTWiEgToDVwAHgC+FFEGgI/Wn7XNJslJCRw6NAhOnToUOxxderUISYmpugDjhyB114z+kPfcEOpYjh06BBKKRoUM8y+S5cueHh4VPzuhN7ecNtt8OWXYO1NX80llJjAlVKBQA/gfQARyRCReGAw8KHlsA+BIY4JUbvW7N69G4B27doVe1x4eDhnz54ls7BFfEWM+b29vOD110sdw8GDB6lXrx4+Pj5FHuPr60unTp0qfjs4GM0oycnGaj1apWFNDbw+EAt8oJT6XSn1nlLKD6ghImctx5wDahR2slLqfqXUDqXUDr1YqmaNnTt3AhAVFVXscXXq1EFEOHv27NU7v/kGVq822r3DwkodQ3E9UPLq1asXu3btIj4+vtTXKFddu0JEBHz0kbMj0ezImgTuDkQB80SkLZBMgeYSERFACjtZROaLSLSIRFevXt3WeLVrwK5du6hVqxY1ahRaJ8hVxzIY5/Tp0/l3pKbCpEnGXCATJ5b6+iLC4cOHrUrgPXv2xGw25/aaqbBMJhg92lix/uRJZ0ej2Yk1CTwGiBGR7Zbfl2Ek9PNKqTAAy/cLjglRu9bs2rWrxNo3GE0oUEgCnz7dmPNkzhzw8Cj19c+cOUNycrJVCbxDhw64ublV7Imtcowda3z/4APnxqHZTYkJXETOAaeVUjnv5uuB/cDXwGjLttGAXv5Ds1lycjIHDx4ssf0b/qmB57uRefiwsbL87bdDr15lisGaHig5/Pz8aNOmTcUfkQkcy8pic3Q08v77uk94JWFtL5SJwKdKqT1AG+Bl4FXgBqXUEaCP5XdNs8kff/yB2Wy2qgZepUoVAgIC/qmBixjzfHt7l7jKTnFKk8DB6I2yffv2Cj0/uIgwdOhQuv/2G1ExMXz61FOF3/zVXIpVCVxEdlvasVuJyBARuSwicSJyvYg0FJE+InLJ0cFqlV/O0HhrEjgYtfDcBP7JJ8ZglVdfLdONyxyHDh3Cz8+P2rVrW3V8165dSUlJqdCr1v/888/8+eef3H3nnaS7uTFq+nRuvvlmZ4el2UiPxNQqlF27dlG9enWrk2duX/C4OGOofKdOxshLGxw6dIhGjRoVO4gory5dugBU6GaU2bNnU61aNd5ZsIC9EyfyqMnE2rVr0T3DXJtO4FqFknMD09rkGR4ebtTAH3wQ4uNh/nyjx4UNrO1CmKNOnTqEh4dX2AR+6tQpVqxYwb333ouPjw+me+/lNrMZgB9//NHJ0Wm20AlcqzDS0tLYt2+fVTcwc9QJD+f8uXNkfPEF/Pe/xlJiNkhNTeXkyZM0adKkVOd16dKlwibwefPmAfDggw8aG5o3p12nTlQ1mfjh+++dGJlmK53AtQrjzz//JCsry+r2b0QI37ABAf5++GF4/HGbYzh69CgiUqoaOBjt4KdOnSp+aL8TpKWlsWDBAgYNGkS9evVyt7s98AC9zWZ++PZbjGEcmivSCVyrMEp1AzM9He6/nzo//wzA6VtvNdaBtFFpe6DkqKjt4IsXLyYuLo6JBQc03XYbfXx8OH3hQu7Mi5rr0QlcqzB27dpF1apViYiIKP7AY8eMoeHvvUed++4DIObMGbvEkJPMGjZsWKrzWrduja+vb4VL4O+99x5NmzalV8E+8b6+3HD77QCs0/OjuCydwLUKw6obmMuWGcui/fUXrFhB+IwZQCGjMcvo9OnTBAcH4+/vX6rzPDw86NChQ4UakXnx4kV++eUXbrvttkKf0+sef5z6wA96mlmXpRO4ViGkpqayZ8+eoptPsrPhiSfg1luNOU5+/x0GDyYgIIDAwEC7JfCYmJjcIfql1aVLF37//Xfr1+l0sNWrVyMiDBw4sPADmjShT1gYPx04QFZGRvkGp9mFTuBahbBt2zYyMjL417/+dfXOy5dhwABjbu8JE4wl0vLckAsPD7fbzcOYmJjcIfql1bVrV7Kzs9m2bZtdYrHVN998Q1hYWLH3FG64/XYSRPh1zpxyjEyzF53AtQphw4YNmEwmunXrln9HRgb07GmMsJw/H95+Gzw98x2SbzSmjWypgffo0QNPT0/WrFljl1hskZGRwdq1axkwYACmYvrF9546FQX8MH9++QWn2Y1O4FqFsGHDBqKioggMDMy/Y9Ys2LMHvvgCLDcsC7JXAk9NTeXixYtlTuD+/v706NGD7777zuZYbLV582YSEhKKbj6xCA4LI6pmTX44dEhPM+uCdALXnC41NZVt27bRs2fP/DtOnYIXX4QhQ4yvIoSHh3PhwgXS09NtiuOMpSdLWRM4QP/+/dm/fz8nnZwMV61ahZeXF3369Cnx2B4DBrATyH77bYfEkp6ezpo1azBbRn9q9qMT+LVKBGJiYONGWLQIpk0zhqMPGwZ9+sDNNxtTst57r7Ew8NKl8Mcf4IAZ7LZu3UpGRsbVXd0mTTK+v/FGsefntFmfsbErYU47ui0JvF+/foBxA9GZVq1aRe/evfHz8yvx2BZdupAGHJ8/H9LS7BrHpUuX6Nu3L/369eMjvRqQ3bk7OwCtHMXGwg8//PNVMOEFB0ONGsYK5pcvQ0qK8f38+X+O8fKC1q2hQwejVtyzJ7i52RRWoe3f331nrN/4yiv5blgWJifhxsTEEBkZWeY4chJ4WW9igjEAqH79+nz33XeMHz++zOXY4tChQxw5coRJOf8AS9CiRQsA9sbH02DxYhgzxi5xnDx5kn79+nHs2DFq1arFrFmzGD16tNXz3Ggl0wm8sjt4ED77DNasgR07jJp31apGLftf/4JGjSAyEurUuermYK6kJGPwzIEDsGuXUc4HHxgr3oSFGSue33abMRNgGSaS2rBhA+3ataNKlSrGhnXrjJp/kybGDIMlKHJptVLKSeDWzoRYGKUU/fr1Y9GiRaSlpeHt7W1TTGWxatUqgBLbv3M0a9YMgH3VqzNk9mxj6TUbk+zp06fp1KkTaWlpfP/99xw7doxx48bx008/0bt3b5vK1vIQkXL7ateunWjlwGwW+eknkQEDREDEZBLp0kXkxRdFtm8Xycqy/RopKSJLl4oMHSri6Wlcp1YtkYceElm5UuTy5ZLLyMyU5F27xNPDQ6ZMnChy5YrI+PFGWY0bi/zxh1WhJCYmCiCvvPKKTQ/poYcekqpVq9pUhojIqlWrBJC1a9faXFZZdO/eXVq2bFmqcyIiImREdLTx3G/danMMM2fOFEB27dolIiKpqakSGhoqAwcOtLnsaxGwQwrJqboGXtls2ABPPQVbt0L16kbb9oQJxs/25OMDw4cbX1euwLffwvLlsHAhzJ1r1MTbtIGmTaF+faOGn5YGFy/ChQtGz5Ldu9mamkoG0Gv2bJg926j5PfqoMbOgj49Vofj7+xMUFGRzX/DTp0/b1P6do1evXnh5ebF69Wr69u1rc3mlcfToUTZt2sTLL79cqvOaN2/OvhMnoEoV45NVp042xbFp0yYiIyNp27YtAN7e3kyYMIFp06Zx+PBhGjVqZFP5Ntu2zbif0727c+OwVWFZ3VFfugbuQLt2idx4o1GDql1bZN48o5Zc3lJTRTZsEHn+eZHevUXq1TM+ARiNNyJKiQQHi3TvLjJpkjwzaJC4mUxy5ZVXRJ59VuSXX8p02ZYtW8qgQYNsCj0qKkr69etnUxk5brzxRmnUqJFdyiqNJ598Ukwmk5w5c6ZU5z3++OPi4eEhGQ89JOLhIVLK8/Mym80SEhIio0ePzrf93Llz4unpKQ899FCZy7aLS5dEqlUzHufGjc6NxUoUUQPXCdzVnTghMmqU8VIGB4u8/rpzEndxMjJETp4UiY29qvmmW7du0qFDB5sv0a9fP4mKirKpjNDQULn//vttjkVE5M033xRAjhw5YpfyrJGZmSlhYWFlaqb46KOPBJD9q1cb/2SfeabMcezfv18Aef/996/aN2bMGPH19ZVLly6VuXybTZ5sPMZ69Yy/maNHnReLlYpK4LoboatKSDDmv27UyJjg6cknjRuNjz5qddNDufHwgLp1ISQkX4+VhIQEtm/ffnX/7zKoVasWf//9d5nPT09P58KFC3ZpQgEYPHgwSikWLlxol/KssWbNGs6ePcu4ceNKfW5uT5TERKML6TvvQGpqmeLYuHEjAN0LaZ54+OGHSUlJ4StnzYB47JjRVDd2rHGzXAQGDjRWc3JBOoG7GrPZaGdu1AimT4cRI+DwYaOvdsFRjBXct99+S2ZmJoMGDbK5rNq1a3P+/Pkyr7Sek/ztlcDr1avH0KFDeeedd8ptcqv333+fGjVqMGDAgFKf26RJE0wmE/v27YP//Me4V/Hpp2WKY9OmTdSsWZMGDRpctS8qKoqwsDDWrl1bprJt9sQTRm+r//4XGjRAli/noyNHeLNXL5ccaKQTuKsQMboCtmsH48YZXf9+/RU+/NC4QeiCli9fTlhYGJ07d7a5rNq1ayMinDt3rkzn22MQT0GTJ0/m8uXLfPjhh3Yrsyjnz59n1apV3H333Xh4eJT6fB8fH6677jr27t1rdC9t3doYQFWG1Xo2btxI9+7dC+3vrZSib9++rFu3juzs7FKXbZMtW4xPq1OnQq1apKSkMOaDDxidnc2k3bsZ2L8/ly5dKt+YbKQTuCvYsgV69YJ+/YweH59+amxr397ZkZVZSkoKq1evZujQocVOtmStnL7bZR2NmdOH3J4JvEuXLnTo0IFZs2Y5vHb30UcfkZWVxT333FPmMpo3b27UwJUyauH79hnNDKVw8uRJTp8+TY8ePYo8pm/fvly6dImdO3eWOdYyefppqFULHn2UY8eO0blzZz7++GNeuOMO5gLrfvyRqKio3JWhXIFO4BWViDFasmdP6NbNGJAzZ47xfeRIuywf5kxr1qwhJSWFYcOG2aW8WrVqAZS5HdwRNXClFI8++ihHjx7NHVzjCAkJCcyZM4euXbuWejHmvFq0aMGRI0eMOWVGjDBG5c6aVaoyctq/i0vgN9xwA0qp8m1GOXjQmIZ40iSyvb0ZNGgQp0+f5rvvvuP5uXN5UCk2jR1LdnY2/fv3JyUlpfxis0VhdzYd9aV7oVghKUnkvfdEoqL+GRwza5axvRIZOXKkBAcHS2Zmpl3KO3/+vADy1ltvlen8iRMnSmBgoF1iySszM1Pq1q0r//rXv+xedo6xY8eKyWSSzZs321TO559/LoD8kTOAato04z24f7/VZdx3330SFBQk2dnZxR7Xrl076dq1qy3hls6jj4q4u4ucPy+ffPKJAPLFF1/8s79tW5FevWTTpk0CyBtvvFF+sVkB3Y3QzrKyRI4fF/nhB5F33xV5+WWRxx8XefBBkalTRaZPF/ngA5GffxY5d84YHVmU9HSRtWtFHnhApEoV42Vp0UJk/nyRtLTyekTlJi0tTQICAmTcuHF2KzM7O1s8PDzk8ccfL9P5Q4cOlebNm9stnrxmzJghgGzbts3uZX/55ZcCyNNPP21zWX/++acA8umnnxobLlwQ8fYWue8+q8to3LixVd0Yn3rqKXFzc5P4+Piyhmu99HSRkBCRYcMkMzNTGjZsKK1atcr/T+Y//zEea2qq9OzZU8LCwiQ1NdXxsVlJJ3BbpaeLfPml8Z+8SxcRLy/JHZyS8+XhYQwQyBlanvcrKEikZUuRG24w+m3fdZfIsGEiffv+k7R9fUVGjhTZtKn4hO/ivvnmGwHku+++s2u5devWlbvuuqtM57Zv315uvPFGu8aT48qVKxIWFiZt2rSRjIwMu5V79uxZCQkJkaioKElPT7e5vPT0dHF3d5ennnrqn43332+818+fL/H8c+fOCSCvvfZaicf+/PPPAsjy5cttCdk6S5caf1+rV8vChQsFkBUrVuQ/ZuVK45iff5b169cLIHPmzHF8bFbSCbyskpJE3nhDJDzceLq8vIwEPnmyyIIFxpwjJ08ag2dykq7ZLJKQYAwQWLPGOH/CBJFBg0Q6dhSpX9/4atZMJDpaZNw4ka+/rngDcBxkzJgxEhgYaJekk1fnzp2ld+/eZTo3LCzMrp8IClq+fLkA8uqrr9qlvKysLLnpppvE29tb9peiiaMkzZo1yz+i9cAB433/wgslnpvzGH+xYjRtRkaGBAQEyAMPPGBLuNbp21ekbl1JT0mRiIgIiY6OFnPBCtKlS8bgnmnTxGw2S9euXSU8PFzSKsgnYJ3ASystTWTmTJHq1Y2nqXt3kVWrKmWTRnlKT0+XatWqyahRo+xe9vDhw6Vx48ZlikkpJc8//7zdY8rrlltuEW9vbzl8+LBN5ZjNZpkwYYIA8u6779opOsOtt94qkZGR+TcOGGD8HZRQwXj22WfFZDJJipUVkcGDB0tERMTVydSejh83EvMLL8i8efOK/+RnaQcXEVm7dq1Dnt+y0glcxKgZZ2YaSTgpSSQ+3pg179IlY5j3X3+J7N4tsnChMcwWRPr0MZo0NLv44osvHNJ8IiLy73//W/z9/Ut93okTJwSQ9957z+4x5XXmzBkJDAyUnj172pS0Xn31VQFk6tSpdozOMG3aNFFKSXJy8j8b1683/hbmzy/23MGDB0vTpk2tvtbbb78tgBw6dKis4ZbsuedElJKMo0elbt260rlz56Kf+zzt4GazWTp27CiRkZEl3pAtD5U7gWdliezcaUzg9PDDIj17Gk0UNWqI+Psbd5+VkqvapYv7atfOuEGp2VXv3r2lXr16kmWPKW0LeO211wSQhISEUp23efNmAWTNmjV2j6mg+fPnCyBvv/12mc7/7LPPBJARI0Y4JLEsW7ZMANmxY8c/G81mo3bapIlIMdeMiIiQ22+/3eprHT9+3Oo28zIxm4080LevfPjhhwLIqlWrij4+Tzu4iMjHH38sgPxs+d2ZikrgrjudbGYmLF5sLHa7aZMxwAUgIACaN4cuXcDfH3x9wdsb3N2NeTjc3PL/rJTx5eZmnBsQYPR/7dKlTIsTaEU7fPgw69ev56WXXsLNxlV8CpN3ME9p+kM7og94Ue69916WLVvGY489xvXXX1+qaVX37t3LPffcQ48ePVi0aJFdBkAVlDsnyt69tGvXztiYM8XvqFGwejUUMlT/ypUrnDhxgvuKWHi6MBEREbRv354lS5YwdepUu8Sfz759cPw45qlTmT59Oi1atKB///5FH9+9u/FYN2yAHj0YOnQofn5+fPzxx8X2a3eqwrK6o77sUgNPSRGZM+efJo7rrjPulH/6qdHeVYl7b7i6Rx99VNzd3eXs2bMOKf+nn34SQNatW1eq815//XUByqdLm4jExMRI1apVpUOHDlb3g09NTZUWLVpIaGionDt3zmGxZWZmiqenp0yZMiX/jowM40Z+z56FnpfTf7rYGm4hcrpY2npfoFAvvywC8vUHHwggn3zyScnntG2b7zHeddddEhgY6PQuhbh8E0pKijGgpWZNI+wuXYybijphu4TU1FSpVq2a3HrrrQ67xqFDhwSQjz76qFTn5bSdO/RmWgFLliwRQF6woneHiMgjjzzisHsHBbVu3brwedFff9342/vtt6t2zZ07VwA5depUqa51+vRpAeS///1vWcMtWpcuYo6Kks6dO0tERIR1/yz//W+jHdzSQ+r777+/etCPE7h2Ap89+5/E3bu3sWCATtwuJac9sbS149JISkoq09JqQ4YMcdggnuKMGjVK3NzcShxB+e233wogjzzySLnENXLkSKlbt+7VO65cMcYsjBhx1a4HHnhAqlatWqZ/gt27d7f/83/hgohSsnHs2NL16V62zMgzlq6QWVlZUqtWLbn55pvtG18pFZXAXaORd/duo11740b48UdjtjQXnwvE1WVkZBg1ACu98847NGzYkF69ejksJj8/PwIDA0s9odXJkyepV6+eg6Iq2uzZs4mIiGDw4MEcPny40GMOHDjA6NGjadmyJa+99lq5xNWiRQtOnTpFQkJC/h1VqsD998PSpXDiRL5df/zxB61atSrTivMjRoxg3759xkyI9vLdd4gI0/btIyQkhLFjx1p3XrduxvfNmwFwc3Nj5MiRrF69mtjYWPvFZydWJ3CllJtS6nel1CrL7/WVUtuVUkeVUkuUUkUsaW4Hb79tzIrm6uvXVRJfffUVgYGB+Pj4UL9+fXr16lXszHLLly9ny5YtjB8/3iE33vKqXbt2qSe0clYCDwoKYs2aNZhMJm666SbOnz+fb//Ro0e5/vrrcXd3Z/ny5eW2wn3z5s0B2L9//9U7H3nEqDy9+WbuJrPZzJ9//kmrVq3KdL3hw4djMplYvHhxmc4v1DffMKNKFX789VemTZuGr6+vdefVqAENGxodIyzuuususrKyWLJkif3is5fCquWFfQGTgc+AVZbfvwBGWH5+B5hQUhlO7weu2ezo0aNSpUoVadOmjUyZMkXuvPNOqVWrlvj5+RXaDe/QoUMSEBAgHTt2tPvIy8L06dNHOnbsaPXx9lrR3hbbt28XX19fiYqKkl27dklcXJwcP35c6tSpIyEhIbJv375yjefYsWMCyIIFCwo/YNQoET8/Y/yEiBw5csTmfvR9+vSR6667zj73IdLTZbOPj7gpJcOHDy99mffcI1K1ar4uk61atbLL0n9lhS1t4EA48CPQG1gFKOAi4G7Z3xlYW1I5OoG7trS0NImKipKgoCA5fvx47vYzZ85I69atxd3dPd8NxKSkJGnRooUEBwfLyZMnyyXG0aNHS3h4uNXH79u3TwD57LPPHBhVyVatWiVubm4CCCBKKalatars3r273GPJzs4WX19fmTRpUuEH/PGHkTr+7/9E5J8h9L/++muZr/nee+9ZPQxfxGibPn/+fKE3Ji988YXUBmkQFla2nkULFxqPb+/e3E3Tp08XQP7666/Sl2cHtibwZUA7oKclgYcAR/PsrwPsLeLc+4EdwI5Cb4xoLuPhhx8ufCIgEYmPj5fevXsLII0aNZKxY8dK//79RSkla9euLbcYc2a5s3ag0HfffSeAzVOx2sPRo0dl+fLlMnPmTJk6deo/07o6QXR0tPTp06foA266KXd4/fPPPy8mkyn/6M1Sunz5soSGhkpkZKTExsYWesyOHTukV69eEhoaKkopAXKnZfj888/l008/lcmTJ0vTqlXFC+T3rVvLFsyRI0ZqnDcvd9Nff/0lgEyfPr1sZdqozAkcGAi8bfm51Ak875eugZeP33//XX766Se7dovL6U41efLkIo9JS0uTmTNnys033yzBwcECyIsvvmi3GKwxZ84cAazua/7OO+8IIKdPn3ZwZK5l9OjREhYWVvQBP/1kpI+335YhQ4aUaQ6agrZu3SpeXl7StWvXfP2uExMTZdKkSWIymaRmzZpy3333ybPPPitvvPGG3H333bnvNUC8vb2lo5eXLLcl15jNxijuO+/Mtzk6Olqio6PLXq4NbEngrwAxwAngHJACfKqbUCqWrKws+fLLL6VHjx65b+aOHTvapdue2WyWzp07S926da1uxzabzRITE1OufatFRL766qurh4IX48knnxR3d3eHDO13Zf/73/8EkLi4uMIPMJtFOnQQiYyUyMhIu/Xvz+kff8cdd8iSJUvknnvukdDQUAFk/Pjxcvny5avOycrKkm3btsnu3bslY8+eq2rPZTJ8uEiBFoOcqRqc0YxiUxOK/JPMe+a5ibm0wE3MB0s6Xydwx0hPT5cbb7xRAKlXr57MmDFD5s+fL3Xq1BFAbr75ZpumxcyZH3nu3Ll2jNoxfv31VwFk5cqVVh0/cuRIiYiIcHBUrienaWnjxo1FH7R8uVyxVBb+z9Iebg8vvfRSbiUkKChIhg8fLlu2bLHu5JkzjbR24oRtQbz5plFOnns3zmxGcUQCjwR+BY5akrlXSefrBG5/2dnZcueddwoYy4nlvamTmpoqr7zyigAybty4MteGe/fuLTVr1nT6cGJrnDlzRgCZZ2UNrFu3bg5d7sxVnTp1quRJt7KyZIulkvC1lf8wrWE2m+WLL76QX375pfRL7t1wg0gpZkQs0s6dRnrMWZ3Iol27dtK+fXvbyy8luyRwW78qUgJfvny5NG/eXHr37i0PPPCAvPvuuy75MXrKlCkCyEsvvVTkMU8//bQA8uabb5a6/C1btgggM2bMsCXMcpOZmSkmk0meeeYZq46vU6eO3H333Q6OyvWYzWapUqWKPPTQQ8UeN/uOOwSQk6WcvsAhkpKM1bCKuU9jtcxMkYAAYyGWPHKm8s3bC6s86ASex5YtW8TLy0uaNGkinTp1yr0JMnHixHJvs7XFG2+8IYA8+OCDxcadnZ0tQ4YMEZPJJN9//32prtG/f38JDg6WJBdaVLlWrVoyduzYEo/LyMgoVbK/1nTu3LnETyfDb7lF6rq5ibl79/IJqjjffGOkNHtNA923r0iBIf45feT/97//2ecaVtIJ3OLYsWMSEhIiDRo0kIsXL+Zunzx5sgAyc+ZMJ0ZnvSVLlohSSoYOHWrVJ4fExERp2bLlVX24i/Pbb7+VWLuviKxd3zJnIYciB6xc4+69914JDg4usnKQnZ0tISEhcnf79kYqcfbCJxMmGAOM7LVq1owZxuM6ejTf5qioqHIf1KMTuBh9TZs0aSJVq1a9ahWQ7OxsGTZsmCilZOnSpU6K0Drr168XT09P6datm9XLV4kY/7wCAwOlffv2Jd7UzMrKkujoaAkNDS23aVbt5ZZbbrGqW1vOwrql/VRyrXj//fcFkD179hS6P2cV+4Xz5hl9wm+6qZwjzMNsFomIMNadtZcTJ4wUWWDBiZz7SuXZjKITuIiMHz9e3N3dZcOGDYXuT0lJkS5duoiXl5fV3dDK2++//y5VqlSR5s2byyXLUObSyOlm9/DDDxd73MyZMwWQxYsXlzVUp3n88cfFw8OjxBtgH330kQBy8ODBcorMtcTExBTb62L27Nn/JDLL3NvirL+bnMWXbe0+WFD79sZXHkePHi33ZhSXTuBnzpyxuQ328OHD4ubmVuJNmdjYWKlTp47Ur1+/0D6n9pSRkSFvv/223HPPPXLjjTdKixYt5MYbb5QZM2bI3r178310PXv2rDz88MPi4eEhtWvXLvW8y3nlNBctWbKk0P3Hjx8XX19fGTBggEvdE8ixcOFCAeTIkSPFHvd///d/ApTqU8y1pmXLltK7d+9C9w0bNkzq1atn/BIfLxIYKHLLLeUWWz726j5Y0GuvFVpuu3btyrUZxaUT+A033CB16tSRr776qswJ5fbbbxdfX1+rRuj98ssv4u7uLkOGDHFYAtu6dau0bNlSAKlZs6a0b99eBg0aJE2aNMntA+vj4yONGzeWXr16iY+Pj7i7u8sDDzwgZ86csenaGRkZ0rlzZ/Hx8ZEPP/ww3z6z2Sw33XST+Pv7l9v8JfaWs8blt99+W+xx9913n4SGhpZTVK5p6tSp4uHhcdU6oznt36NHj/5n4zPPGCnlzz/LN0gR+3UfLOjoUeMxFeiFlTOop7yaUVw6gW/evDk32Q0YMKDUI6F27twpQKl6G+Q0Idj7pmZqaqpMnDhRlFISHh5e6LwiJ0+elAULFsjkyZNl+PDh0rFjR7n77rtLrFGWxrlz56Rnz54CyJgxYyQuLk6WL18uAwcOLHOXw4oiNjbWqteub9++Thsa7SpyBnEVHBiV0/79wQcf/LPx4kWj693w4eUb5JUrRvfBRx91TPlt24p07pxvU3kP6nHpBC5i1BpnzJgh/v7+EhoaKjExMVaf27dvXwkODi7VzTiz2SxDhgwRd3d3WbZsWVlCvsqpU6ekffv2uV0WS7t6ur1lZWXJc889J0qp3MmBatasKU8//bRL9onPYTabpWrVqjJ+/Phij2vSpIkMGzasnKJyTenp6eLv73/Vc/nWW28VXgN99lkjrZTnLIpLlhjXLG7UqC1eeskov8B8Oe3bty+3CoDLJ/Ace/fuFT8/P+nSpYtV83KsW7euzANRLl++LJ07dxallMyYMcOm5pR169ZJSEiIBAQEyFdffVXmchzhxx9/lEceeURWr15d+pFvFVSnTp2KbLsVMZK8j49PsZNzaYbBgwdLREREvvf/LbfcUvgUBJcvG23hgweXV3giI0eKhISIOKrSceiQkSoLfCrNmWL22LFjjrluHpUmgYuILF68WKDkNQITExMlMjJS6tevX+Zh4CkpKTJ8+PDcATOl7VJ34MABGTZsmADSrFkz3eOhnNx9991Su3btIvdfuHBBAHnjjTfKMSrXNG/evHy9dbKzsyU4OFjGjBlT+Akvvijl1iMlI8P4h2HFwC2btGol0q1bvk3Hjx8XQF599dXiz01JEVm3zqZ1fCtVAhcxVhKH4ifif+CBB0QpVfyEPFbIzs7OHbLu6ekpgwYNkg8//FC2bNkiBw8elAsXLsilS5ckLi5Ozp07Jxs3bpQ5c+bIiBEjxGQyib+/vzz//POSmJhoUxya9XJ6mBT1nO/YsUOACvdpqCLKSVSzZs0SEZE9e/YIIIsWLSr8hCtXRKpVE+nf3/HB/fCDkcYKuZdkV9OnG9cpMKlWhw4dpMS89vbbxrnbtpX58pUugWdkZEi3bt3E09NTvvzyy6v258ym9thjj9ntmr/++qv85z//kdq1a+f2FCnuq2rVqjJp0iS5cOGC3WLQrLN06VIBZNeuXYXuz1lFpqj9Wn5NmjSRDh06yOTJkyU8PFyUUsX3UnrlFSO9OHqhjIcfFvHxEbFhMQmrJCWJ1Kxp1MLz1KRnzJghgBw4cKDw8zIzRSIjRTp21DXwguLi4qRTp05iMpny1QbOnTsnYWFh0rx5c4fMoJednS27d++W1atXy8cffyxvvvmmzJo1S9544w1566235Ntvv5XTp0+7ZB/qyuKPP/4odiBSTi+jvNMpaEXLGTvg4eEhN998s6xatar4E5KSRMLCjN4bjvo7MJtF6tQpv/b2d94xUubXX+du+vvvv8XNzU2efPLJws/JucG6fLlNl66UCVzEaOfu06eP5EwCHxUVJSaTSdzd3XXt6hqWkpIigEybNq3Q/Q8//LD4+fnpf7JWyulmWqrBbQsWGCnGTr24rpIz5evChY4pv6CMDJFGjUSaNct3w7R///4SHh5+dc8ts1mkXTvjHBtvsBaVwE24OH9/f1atWsUdd9zB119/TWBgIM888wzbt2+nbdu2zg5PcxIfHx/q1q3L4cOHC92/fft22rVrh1KqnCNzTdWqVeOWW24hKCjI+pPGjIFmzeCJJyAz0/5BrVgBJhMMHGj/sgvj4QEvvQT798NHH+VuHj16NDExMaxfvz7/8T/9BDt3wmOPgZubY2IqLKs76svRc6Ho2pSW1w033FDo5PvJycni7u4uTz31lBOiusasWmXUkmfPtm+5ZrNIy5Yi5T2Nbc5ScjVriuzfLyLG4LygoCC5s8AamnLjjcbamnZoxqWy1sDz0rUpLa9GjRpx6NAho60wj19//ZWsrCy6du3qpMiuIf37Q8+eMG0anD9vv3LXrYM//4SRI+1XpjWUggULwGyGLl3g55/x9vZmxIgRfPnllyQkJBjHrVwJa9fCv/8N3t4OC6dSJXBNy6tRo0YkJCRw4cKFfNu3bNkCQOfOnZ0R1rVFKZg5E5KSoEMH2L3b9jJF4NlnoU4dGDvW9vJKq1Ur2LYNatSAvn1h3jxGd+tGamoqS2fMMLYNGQING8L48Q4NRSdwrdJq3LgxAIcOHcq3ffPmzTRv3pyqVas6I6xrT9u2sGkTZGdD166wdKlt5X33HWzfDs88A15e9omxtOrXh19+gU6d4MEH6ThqFI2BD1980Wj3njnT+ITg4PeYTuBapdWoUSOAfDcyzWYzW7du1c0n5S06Gn77zai93nYb1K0Lt95qJLqYGOvLEYHnnjMSqDNq33lVq2Y05WzejFqyhDEDBrAJ2PvNN/Cf/5TLPxedwLVKq27dunh5eeWrge/bt48rV67oBO4MYWGwYQPMmWPUxHfsgEcfhYgIuOUWIxkWuF9xlZUrYdcuownFw6M8oi6eh4fxWG67jfs/+gg/Pz9emTu33C6vE7hWabm5udGgQYN8NfCc9m+dwJ3Eywseegg+/xyOH4djx4wkvnEj3HADPPlk0edmZRm174YN4a67yi9mK1WrVo0JEyawePFijh07Vi7X1Alcq9SaNWvGL7/8wsWLFwEjgdesWZPIyEgnR6YBEBkJr71mNKPcd5/x8zvvFH7siy8a7cqvvALu7uUbp5UmT56Mh4cHr732WrlcTydwrVJ76qmnSEhI4N5770VE2LJlC127dtVdTisab294+20YMMCooa9alX//pk3GIJrRo2HYMOfEaIWwsDDGjRvHokWLiClN234Z6QSuVWpt2rThlVdeYeXKlUybNo3jx4/r5pOKyt0dFi82eq3cfju8+y4kJkJ8PIwaZdy4nD3b2VGWaMqUKZjNZmbMmOHwa6mCgxwcKTo6Wnbs2FFu19M0MHqe9OvXj++//x4whtF36NDByVFpRTp3zhgev3Mn+PkZifvAAdiyBTp2dHZ0VhkzZgxffPEFR44coXbt2jaXp5TaKSLRBbfrGrhW6ZlMJhYtWkRISAg+Pj56jpyKrmZNo8vh1q1Gl8O//jLavV0keQM899xzADz00ENXjQS2J53AtWtCWFgYq1atYuHChXhUhO5nWvGUMgbJLFxojOKcMsXZEZVKZGQk06ZNY+XKlXz55ZcOu45uQtE0TXOArKwsOnTowNmzZzlw4EDpZnIsQDehaJqmlSN3d3fee+89YmNjmTp1qkOuoRO4pmmag0RFRTF58mQWLFjAr7/+avfyK2ZveE3TtErihRdeoGnTpkRHX9UCYjOdwDVN0xzI19eXsQ6aeEs3oWiaprkoncA1TdNcVIkJXClVRyn1k1Jqv1Jqn1Lq35bt1ZRSPyiljli+69nxNU3TypE1NfAs4FERaQZ0Ah5SSjUDngB+FJGGwI+W3zVN07RyUmICF5GzIrLL8nMicACoDQwGPrQc9iEwxEExapqmaYUoVRu4UioCaAtsB2qIyFnLrnNAjSLOuV8ptUMptSM2NtaWWDVN07Q8rE7gSil/YDkwSUQS8u4TYzx+oWPyRWS+iESLSHT16tVtClbTNE37h1UJXCnlgZG8PxWRnJlZziulwiz7w4ALjglR0zRNK4w1vVAU8D5wQERm5tn1NTDa8vNoYKX9w9M0TdOKYs1IzK7AXcCfSqndlm1PAa8CXyilxgEngdscEqGmaZpWqBITuIhsBopaQPB6+4ajaZqmWUuPxNQ0TXNROoFrmqa5KJ3ANU3TXJRO4JqmaS5KJ3BN0zQXpRO4pmmai9IJXNM0zUXpBK5pmuaidALXNE1zUTqBa5qmuSidwDVN01yUTuCapmkuSidwTdM0F6UTuKZpmovSCVzTNM1F6QSuaZrmonQC1zRNc1E6gWuaprkoncA1TdNclE7gmqZpLkoncE3TNBelE7imaZqL0glc0zTNRekErmma5qJ0Atc0TXNROoFrmqa5KJ3ANU3TXJRO4JqmaS5KJ3BN0zQXpRO4pmmai9IJXNM0zUXpBK5pmuaidALXNE1zUTqBa5qmuSidwDVN01yUTQlcKXWTUuqQUuqoUuoJewWlaZqmlazMCVwp5QbMBfoBzYA7lFLN7BWYprkyEeFKaiYiYtXxmdlm9v19hfiUDAdHdu1Kz8omM9vs7DDsyt2GczsAR0XkLwCl1GJgMLDfHoHlte/vKxy/mMy5K2mcT0gjJSMbT3cTXu5uVPFxJyLYj4hgP8wibDl6kc1HLxKbmE6H+tXocl0IjWsGEJuYztkrqZy+lMLRC0kci03mUnIGresE0iGiGhEhfuw4cZlNRy9y8GwC9UP8aF4rkKZhAQT5euLn6YaHm4nYpHTOxqdyLiGNxLQskjOySc/MJryqL01qBnBdqB+JaVmcvpTCmfg0QPByd8PLw4SPhxs+Hm74WspyMyncTIpLyRnEXE7l7/hU3N0UoQHe1KjiTWiAF9UtX3FJGfx+6jJ/xMSTnmWmfogf9UP8qObnSUaWmcxs4WJSOsdikzh6IYkLielkmyX3DevpZsLT3USAtzv1go1zawV64+ZmwqTAz9OdRjUCaBDqj6e7icS0TA6fT+TI+SROXkrh1KUUYhPSqeLjTlVfT4J8PfD2cMPTzYS3hxshAZ65MWeZhdSMbFIzs0nPNJOWmU1aVjZpmWZSM7JJTs/ieFwyR84ncfxiMteF+tO/RU1ualETDzcTx2KN7WmZ2ZiUwt2kyBYjyWVmmRHApEApRUaWmYS0TBJSsxARfDzd8PNyN55rT+P59vNyJ9DHg0AfD+JTMtj6Vxxbj8VZXv8goupWpUGoP5nZRqypmdkkpWWRlJ6FWYT6If40DPWnbjVfzCJkZgtZZuN5zYnh6IUky/OVyLHYZI5fTCYpPQt/L3cahPpTP8SPlIws4pIyuJySQZCvJ7WCfAj28+Tw+UR2nbpMWqYZk4KWtQPp0iDEeL8lphGbmI6Xuxsh/p6E+HtRK8iHusG+1Knqi8kE8SmZXE7OID3rn+Tk5+VGaIA31QO8SM8y574vktOzCPI1nguzGc4mpHE2PpXMbDO1gnyoFeRDaIAXAd7u+Hm5k5klHDiXwMGziVxMSjeuXc2X2lV9CPH3JNjPC0H4/VQ8249f4sDZBMxmyX1ugv08qW4p70RcCkcvJHLmcipNw6rQpUEI0fWqkpCWyYm4FM5cTiXA252aVbwJreJFakY2l5IzuJySSXpWNtlmIcssKMCkFCaTItDHg9AAL0IDvBAgMS2LxLRM4pIyuJCYxoXEdM5cTuX05RTOJ6TjblLUreZLZHU//LzciU/J5EpqJj4ebrQKD6RF7UBqBXmTlG68T+NTMjmfkMaFxDQS0rJwNyncTcbfUUSwL5HV/Qmt4kWK5X2dkpGNiGB5CvDxcMPb8l5sUjMAbw83u+ZGZW0N4aoTlRoO3CQi91p+vwvoKCIPF3VOdHS07Nixo9TXGvPBr2w4FAuAlyUJpWeZSc8yk5F19X/UhqH+1Az0ZseJy6RmZl+1v3aQD5HV/aji48HuU/GciU8FwM2kaB0eSKvwIE7EJbP3zBUuJl1dIzIpqB7gRRVvD3y93PF0U5yISyE2MT3fccF+nphMijRLIsso5r+/v5c7tYK8yTYLFxLSSUzPKvS4BqH++Hq6cTw2udBjwqv6cF11f8ICvXP/SYAl+WWbiU/J5ERcMifiUgp97txNimB/T84npOfbFl7Vh9AAb5LSs7iUnEF8qpEwyvj2ITTAi0Y1AqgX7MuemCv8eeZK2QoCArzcCfB2RylFamY2KRlZpGUW/Vx7uZuIjqhKaIA3u0/Hc/xicqHHKWUkimyz9Q8y570VGeJHrSAf/o5P5ciFJE7GpeDn5UawnxdBvh5cTsngrKVCEhniT4f61WhbN4jjF5PZfOQiv5+OxyxCsJ+RtDOyzcQmppOYVvj7whbulopEeiHvhxxKGe/R4q5vUnBddX+8PIwP9lnZwqXkDC4mpWMWCPL1oFFoADUDvfnzzJWrnncPN0VmdtHPtVLgphRKQbb5nyRZFG8PE6EB3oQFelOnmvEPLzPbzF8Xk/grNpmUjGyq+npQxceDhNRMDpxNLPJvNMTfkyreHmSZhaxsMwmWf/ClsW5yDxqEBpTqnBxKqZ0iEl1wuy01cGsvfD9wP0DdunXLVMZT/ZvyRL8m1KziTaCPB0qp3H2JaZmcjEvhRFwy2WahU2QwNap4A5CRZWb36XhOxCVTs4q3pYbhja9n/ocdczmFk3EptAwPpIq3R+52ESE+JZOkdOPFSs8yE+Jv1DQ93K5ufbqUnMHxi0kE+nhQO8gXH8/8/22zzUJaZjYpGdlkmc1kZQvZZqGqrydVfNzzPa7k9CxiE9OJTUrngqXm2yo8iEAfj9zYLiZlkJCWmVu7ruLtcdU1i5JtFuJTMsgWQQQSUjM5eC6Rg+cSOHsljeuq+9O4RgCNawZQK8gn9x9BXiJGjSg1M5vYxHTOJxi1RQ8349NGzqcO75xaiOXL29P49JTX6Usp/HjgPB7uJiJD/Ims7oe/lztZZuM5clMKD3eFh5sJk1KYxdie959UXmazkJ5lzq1NX0nNJD41A29LTSvv9eOS0jl9ORVvDxPe7kZtyd9SizeLcNLyqe3MZeMTkrvJhLvlmoLgZjIRWd2PhqH+BOR5/5TVpD6NSMvMxs2krnqfpWVm83d8Kqcvp3LqUgoAVX09CPLxxMfTZHldICk9iwsJ6VxITMPdzUSD6v5cF+pPoI8HV1KNWidArUBvgv29MCm4nJLJmcupxCal5dZA3ZSiYQ1/GtUIwM/LncS0TE5fSuVMfCqXktOJS84gI8tMmzpBtKtXtdDHn20WkjOyCPDK/x4/E5/KntPxVPPzJCLEj9AAL9IyzZyzvI98PNyo5u9JVV8PvN3dMBV4nXP+Pi8kGo/TpBQB3u4EeHtQzc+TKt75r1eSjCwzh88bnzT8vdzx9zY+uYX4e131OogIsUnpHI9N5mJSBr5e/7xn3EwKk1II/3wSTcvMplaQj9WxWMuWGnhn4AURudHy+5MAIvJKUeeUtQauaZp2LSuqBm5LL5TfgIZKqfpKKU9gBPC1DeVpmqZppVDmJhQRyVJKPQysBdyAhSKyz26RaZqmacWyqQ1cRL4DvrNTLJqmaVop6JGYmqZpLkoncE3TNBelE7imaZqL0glc0zTNRekErmma5qLKPJCnTBdTKhY4WcbTQ4CLdgzHFejHfG3Qj7nys/Xx1hOR6gU3lmsCt4VSakdhI5EqM/2Yrw36MVd+jnq8uglF0zTNRekErmma5qJcKYHPd3YATqAf87VBP+bKzyGP12XawDVN07T8XKkGrmmapuWhE7imaZqLcokErpS6SSl1SCl1VCn1hLPjsTelVB2l1E9Kqf1KqX1KqX9btldTSv2glDpi+V7V2bHam1LKTSn1u1JqleX3+kqp7ZbXeollrvlKQykVpJRappQ6qJQ6oJTqXNlfZ6XUfyzv671Kqc+VUt6V7XVWSi1USl1QSu3Ns63Q11UZ3rI89j1KqaiyXrfCJ3CllBswF+gHNAPuUEo1c25UdpcFPCoizYBOwEOWx/gE8KOINAR+tPxe2fwbOJDn99eAWSLSALgMjHNKVI7zJrBGRJoArTEee6V9nZVStYFHgGgRaYGxdsAIKt/rvAi4qcC2ol7XfkBDy9f9wLyyXrTCJ3CgA3BURP4SkQxgMTDYyTHZlYicFZFdlp8TMf6oa2M8zg8th30IDHFKgA6ilAoHBgDvWX5XQG9gmeWQSvWYlVKBQA/gfQARyRCReCr564yx7oCPUsod8AXOUsleZxHZCFwqsLmo13Uw8JEYtgFBSqmwslzXFRJ4beB0nt9jLNsqJaVUBNAW2A7UEJGzll3ngBrOistB3gCmAjlLgQcD8SKSs9x3ZXut6wOxwAeWZqP3lFJ+VOLXWUTOAK8DpzAS9xVgJ5X7dc5R1Otqt5zmCgn8mqGU8geWA5NEJCHvPjH6e1aaPp9KqYHABRHZ6exYypE7EAXME5G2QDIFmksq4etcFaPGWR+oBfhxdVNDpeeo19UVEvgZoE6e38Mt2yoVpZQHRvL+VES+tGw+n/PRyvL9grPic4CuwCCl1AmMZrHeGO3DQZaP2lD5XusYIEZEtlt+X4aR0Cvz69wHOC4isSKSCXyJ8dpX5tc5R1Gvq91ymisk8N+Ahpa71p4YN0C+dnJMdmVp+30fOCAiM/Ps+hoYbfl5NLCyvGNzFBF5UkTCRSQC4zVdLyJ3Aj8Bwy2HVbbHfA44rZRqbNl0PbCfSvw6YzSddFJK+Vre5zmPudK+znkU9bp+Ddxt6Y3SCbiSp6mldESkwn8B/YHDwDHgaWfH44DH1w3j49UeYLflqz9Gm/CPwBFgHVDN2bE66PH3BFZZfo4EfgWOAksBL2fHZ+fH2gbYYXmtVwBVK/vrDEwDDgJ7gY8Br8r2OgOfY7TxZ2J80hpX1OsKKIyedceAPzF66JTpunoovaZpmotyhSYUTdM0rRA6gWuaprkoncA1TdNclE7gmqZpLkoncE3TNBelE7imaZqL0glc0zTNRf0/nZSDSHAfnkwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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y5IrHDAsLIyws7MKkESX7rKzY2Fi22N6c80oNBRocHExWVlaV9mXUAXPm6I4tZXVuqSyl3PdGZlXqv0v07FkvSuCVrULxAvyVUl5AAHAKGAiUZI9ZwCi7R+cESikWLFjAzz//TFxcHPHx8YwbN4633377N+u+9tprbNmyhS5duvDSSy8xa9YsAG6//XbS09Pp2LEjkydPpk0lBpWfOXMmTzzxBN26dUOqODv4H/7wB6ZOnUr37t1JTU298PwNN9zAnj17LrmJadRxycmwdm3NSt8lOnfWCdzdZqtfswb8/XVSrqwePXTPzbpeoBGRCn+Ap4FsIAWYDTQADpZa3gzYVc62DwObgc3NmzeXy+3Zs+c3zxnOZ65DLfXuuyIgsn9/zff173/rfSUn13xf9tS9u8gNN1Rtm0WL9LmsXu2YmJwM2Cxl5NfKVKGEAyOBOKAJEAjcXIUPiGki0ktEekVVpXuvYRgV++orXdps3brm+3LHG5nZ2Xp2octmyKpQSWm9jlejVKYK5UbgiIikiEgRMB/oC4TZqlQAYoATDorRMIyyHD4MCQn2qT4B90zgu3frG7RXaOpbpkaNoHHjOn8jszIJ/BhwjVIqQOmZfgcBe4CfgDts64wD6sfgA4bhLkrG8B4zxj77i4jQ42y7UwIviaUy7b8vVw9uZFaYwEVkI/pm5VZ0E0IPYBrwIvCcUuoguinhDAfGaRjG5ebMgT59dBNAe+ncWXfmcRc7d0JAgO6kVFU9esDevXr88DqqUq1QROTPItJORDqJyFgRKRCRwyISLyKtROROESlwdLCGYdjs3q3rhu1VfVKiSxe978Kademwm127dPNIj2r0OezRQ1e/2Ia8qItMT0zDqI2++EL3SqxmD91yxcfr5O0uSW/nzupVn8DFG5l1uB7cJPDLVDQE64IFC9izZ48TIzKMy4joBH7jjRAdbd99l8yjmZBg3/1Wx9mzkJJS/QTetKnulVmH68FNAq8ik8ANl/vlF0hKgnvvtf++mzXTHwrukMBLbmB26lS97ZXSk1UcOmS/mNyMSeDAm2++SZs2bejXrx/7bPMCfvTRR/Tu3ZuuXbty++23k5uby/r161m4cCHPP/883bp149ChQ2WuZxgONXu2HvN79Gj771spXQp3pwRe3RI4QPPmeib7OsqthpN95plnKhyetaq6devG+1cYJKtkAodt27ZRXFxMjx496NmzJ7fddhsTJ04E4OWXX2bGjBk89dRTjBgxgltvvZU77tAtKMPCwspczzAcoqhINx8cMUIPPuUIvXvDokVw7pwewtVVdu3SVSA1qSZq1kxPcmy1Vu9GqJure2dURWvWrGH06NEEBAQQEhLCiBEjANi1axfXXXcdnTt3Zvbs2ezevbvM7Su7nmHYxdKlkJqqh451lPh4Xc/u6pt/O3dWv/qkRLNm+kOvjg6j7FYl8CuVlJ1t/PjxLFiwgK5du/LJJ5+watWqGq1nGHbxxRcQHg43V3o0i6qzjYVPQgIMHOi441yJ1aqbMz5Yw0FOmzXTv48f1z0z65h6XwLv378/CxYsIC8vj6ysLL7//nsAsrKyaNy4MUVFRZcM93r5kK3lrWcYdpeVBQsW6JnXfXwcd5yICGjVyrX14ElJugNOTeq/QdeBQ52tB6/3CbxHjx7cdddddO3alaFDh16Yieevf/0rV199NX379qVdu3YX1r/77rv55z//Sffu3Tl06FC56xmG3ZXMe/nAA44/lqtvZNa0BUqJ0iXwOkiJE8f+7dWrl5RMxlti7969tG/f3mkxGGUz16EWGDRIl0wPHqz+1GmV9cEHeo7a5GTdntrZ3nwTXn5ZT7Jck5u1IhAYCI89Bu++a7/4nEwptUVEel3+fL0vgRtGrXDsGPz0ky59Ozp5w8UOPZs2Of5YZdm5U49/UtOWNkrpapRjx+wTl5sxCdwwaoPPP9elyUpMgG0X3bqBl5frqlF27ap59UmJZs3qbBWKWyRwZ1bjGL9lXn83JwKffgrXXQctWzrnmP7+emArVyTwwkLYt6/mNzBLmATuOH5+fqSlpZkk4iIiQlpaGn5+fq4OxSjPpk06oTnj5mVp8fH62AVOHmj02DEoLoZKzC1bKc2awalTuj14HePyduAxMTEkJyeTkpLi6lDqLT8/P2JiYlwdhlGeTz/VXefvvNO5xx01Cv7zH9100d6jHl5JcrL+XdKCpKaaN9ffYk6cgNhY++zTTbg8gXt7exNXncHaDaM+KCyEL7+EkSOd36198GA9WcS0ac5N4CXVHfYqVJRuSljHErjLq1AMw7iC//0P0tOdX30CeuyQiRNh5Uo4cMB5xy0pgTsigdcxJoEbhjv77DM9oNPgwa45/oQJeuKI6dOdd8zkZN0bNCDAPvszCdwwDKfLzITvv4d77gFvb9fE0KQJDB8OM2c6b5q15GT7lb4BgoL0+DF1sC24SeCG4a7mztVJ01ltv8vz8MN6ZpzvvnPO8eydwKHONiU0Cdww3NVnn0G7dhfndnSVm27SLTmmTXPO8UwCrzSTwA3DHSUlwZo1uvTtjK7zV+LpCQ89BMuXw5Ejjj1WQYGeC9Mk8EoxCdww3FHJ0MSOmPeyOsaP1x8ks2Y59jgnTujf9moDXqJ5c0hL06M51iEmgRuGuxHR1Sf9+7tPu+VmzeDGG+GTT/RkC45i7yaEJepoSxSTwA3D3WzY4Jqu8xWZMAGOHtWjIjqKSeBVYhK4Ybib6dN10zdn9n6sjFGjdG/QmTMdd4ySBG7vMcjr6Mw8JoEbhjvJyoKvvtLJOyjI1dFcyt9ft0n/5hs9Y70jHD+uPyRqOg745Zo21XX4dawtuEnghuFOvvpKzwX50EOujqRsEyZAfr6O0xEc0YQQ9Byi0dGmBG4YhgNNnw4dO8LVV7s6krL17g0dOjiuGiU52f4tUErUwaaEJoEbhrvYtQs2boQHH3R92+/yKKW/HWzYoAfasjdHlcDBJHDDMBxoxgw95omru85X5PHHdSl84kT71oUXFsKZM45N4CU3SesIk8ANwx0UFOi236NGQYMGro7mynx9dXvwU6fg97+3335PndJt4B2VwGNi9E1iR92AdQGTwA3DHSxYoHsKuuvNy8v17g0vvKC/NSxdap992nsih8vVwbbgJoEbhjuYPl3PfnPjja6OpPL+/Gdo315/6OTl1Xx/jurEU6IkgdehapRKJXClVJhSap5SKlEptVcp1UcpFaGUWqaUOmD7He7oYA2jTjp8WA8U9eCDehac2sLPD959V5doly+v+f7sPRfm5Uo+GOphCfwDYLGItAO6AnuBl4AVItIaWGF7bBhGVX38sU7cEya4OpKqGzRId7xZsKDm+0pO1h14QkJqvq+yNGmiX+f6VAJXSoUC/YEZACJSKCKZwEigZGiyWcAox4RoGHVYcbFuUz10qOOqDhzJxweGDYOFC8Fiqdm+HNmEEMDLCxo3rncl8DggBZiplPpVKTVdKRUIRIvIKds6p4HosjZWSj2slNqslNqckpJin6gNo6743//g5EndJK+2GjUKUlNh/fqa7ef4ccd/iMXE1LsE7gX0AKaKSHcgh8uqS0REAClrYxGZJiK9RKRXVFRUTeM1jLrlo4+gUSO45RZXR1J9N9+sS+I1rUZxdAkc6lxb8Mok8GQgWUQ22h7PQyf0M0qpxgC232cdE6Jh1FHJyfDDD7ru21WTFttDcLBuPbNggW7HXR1FRboduDMS+PHj1Y/TzVSYwEXkNHBcKdXW9tQgYA+wEBhne24c4KQZTw2jjvjPf3QiefhhV0dSc6NG6dY0u3ZVb3tHd+IpEROjBwvLzHTscZzEq5LrPQXMVkr5AIeBCejk/7VS6kHgKDDGMSEaRh1UUKAnCR4+3H1m3amJ4cP1OCkLFkDnzlXf/tAh/fuqq+wa1m+UbgseXvtbPleqGaGIbLPVY3cRkVEikiEiaSIySERai8iNIpLu6GBrDRHYswf+9S/4+ec683XNsKOvv4aUFHjqKVdHYh+NGkGfPvBdNb+IHzigf7dqZb+YylLHemPWol4DtUBBge6d1q6dHhL06adhwABo2xb+8Q89DoNhAEyerN8Xgwa5OhL7GTUKtmy5ODFxVRw4oMdYcVQnnhJ1rDOPSeD2kpmp78b/5S96+qYpU+DgQT2Ld6NG8OKLMHq0bvdr1G8JCfrnySfdd9jY6ujfX/9OSKj6tgcO6OoTR/dEbdwYPD3rTEsUk8DtITkZrrsO1q2Dzz+HZcv0kJtXXaUnpl29Wo91sWIFvPyyq6M1XG3yZD1dmrtNWlxTnTvrBPzrr1Xf9sABaN3a/jFdztNT98g0JXAD0PWY116rZ+v+8Ue4776y13vwQd3a4O23Yf5858ZoaO++C2NcfK/9yBE9Hdm4cY7rMu4qAQF6cKuqJnCrVd/EdEYChzrVmcck8Jr60590E6iVKyseSe5f/4L4eP3Pm5jonPgM7cwZePVVmDsXtm93TQyFhXqyYn9/eP5518TgaN27w9atVdsmOVnfP3L0DcwSdagzj0ngNbF1q64aefJJ6NWr4vV9ffWM3v7+cPvtuj2q4Rx//7uejNfbW9+XcIUXX4RNm/TYJy1auCYGR+veXQ8NcLYK/fpKWqA4uwReB1qHVbYduHE5Efjd7/TsKX/+c+W3i4mBL76Am26Cxx7TycRZN7LS0vSwn4cP66+s2dm6tUzXrnqA/saNnROHs508CVOn6jrnc+dg9mxdleXM3o/ffQfvv6/fM6NHO++4ztajh/79668wZEjltnF2Am/WTI9fnp4OkZHOOaajiIjTfnr27Cl1xhdfiIDItGnV2/6112q2fVUcPy7yzDMiAQH6mCASHS0SF3fxsZeXyAsviGRnOz4eZ3viCX1+hw+LLFigz/f77yu3bWFhzY6dlibyzjsioaEiPXuK5OfXbH/uLiNDv75vvVX5bZ57TsTPT8RicVhYl5g3T8e4bZtzjmcHwGYpI6eaBF4d58+LxMSIdO8uUlxcvX0UF4sMHizi6yuydat94ythsYi8+qqIt7eIp6fIAw+IJCRcmqTPnxdZt05kwgT9doiNFfnhB8fE4wpHj4r4+Ig8/LB+XFAg0qCByB13VLzt1Kk6sfzjH1W/zmlpIg89pLcHkf79RY4cqXL4tVJcnMidd1Z+/eHDRTp1clw8l9uwoWof4m7AJHB7sVhERo3SCXH9+prt6+xZkaZNRZo3Fzl92j7xlTh3TmTECH2J77+/csnj559F2rfX20yaZN94XOXhh3UCP3bs4nNPP62fS0srf7uCAv0hHRSkX49rrhFZtUrkv/8VGTNGpEcPkb/9TSQl5bfbHjwo0qbNxQ+O7dvtflpu7fbbRVq1qvz67duLjB7tuHgud+KEvqYffui8Y9aQSeD2UlL18f779tnf5s0i/v4iffqI5OXZZ5+HDol07Kg/ZP79bxGrtfLb5ufr0inoc63KtjWxf7/IX/+qfz7/XH845ubWbJ9JSfrbx+OPX/r81q36/KZMKX/bWbP0Oj/8oKvLIiIuVjc1bSpy9dX6bz8//c1m1iyRvXv1t5kGDfT6q1fXLP7a6o039GuTmVnxusXF+oPu+ecdH1fpY3p5ifzxj847Zg2ZBG4P8+frl2z8ePsmtrlzL5aUa7rfI0d0yTE8XGT58urto6hInyOI/P73jkviRUUiH38scu21+lhKXUySoEu/998v8uOP1auLfvRRncBLl75F9Pl07izSq1fZ52ax6A/Azp0vLj99Wn+w7N178bmdO0UeeUQkOPjSuK+6SmTfvqrHW1f8+KN+HX7+ueJ1jxwRp90LKq15c5GxY517zBowCbym9u/XCSU+3n4l5dL++lep8s2fy504IdKypUhYWM1v0FgsIk8+qWN6+eWa7assq1aJdOmi99++vcjbb+v4c3NF9uwR+e47XYccFqbXiYnR66SnV27/x47p5P3II2Uv//e/9X5/+um3yxYt0ss++6xyxyouFtm1S38Y/eUvumqsPjt1Sr9+771X8bpLl5Z/HRypXz99X6KWMAm8JqxWkQEDdEuC5GTHHeOee/QlmT+/6tufPSvSoYP+kNmwwX4xPfSQjumDD+yzz+xskXvv1fts3lx/+7hSCT8/X78eN9ygtwkI0K1lzp+/8nEef1wn8KSkspfn5oo0aqT3e7n+/UWaNat5C5T6rFEjXbVUkSlT9HV11P9VeR57TCQkxHktX2rIJPCa+Phj53zNy83VJfyAAJFff638dqdP66/7fn72L8kUFembtqDrgmsiI0NXl3h4iLzyikhOTtW2//VXkfvu07E0aaLjKSv5JyfretWJE6+8v/fe0/sqXVe9dm3lS49G+W65Rb8nK/Lss/oekLPutZQo+Z9OTHTucavJJPDqOnNG1ydfd51zPq1PntTVBc2a6a+iFTl+XLd4CAgQWbbMMTHl5elSqZeXyMKF1dvH6dMiXbvqUvHcuTWLZ8MG3aYa9LWJi9P7jo/X9dotWlxs930lOTkiDRvq5pwiuk47OlqkcWORrKyaxVjf/elP+iZ6RTeib721cone3nbt0u+fTz91/rGrobwEbrrSV+TZZ3WX9//+1/FDXYLuDblwoe41ecMNF3upleXQIT0K4qlTsGRJxWOxVJefn46pe3c9BMD331dt+507oV8/fS6LFsEdd9Qsnquvho0bdZf0e+6Bvn31EL4REdCwoR4V7913IS7uyvsJCNBjkixbpqc3u+EGfY1XrtSjBRrV17MnWCz6Ol2Js0YhvFy7dhAYqIc2qM3KyuqO+ql1JfCVK+VCczpn+/lnkchIfRNv6dJLlxUU6Bt6gYG6udqmTc6JKSNDl3C9vSvXCcJq1dVOfn66TrSm7eYdIStLN/sD/a3nwAFXR1Q3ZGfr9+dDD5W/TlGRfi+9+KLz4irt+ut1c1BH27FD39+q6BvhFWCqUKrIahXp21e3+XVEq5PKOHxYf7308NBvgGef1R8mbdroSzdiRI3eFNWSnn4xib/wQvmdYbZt073xQFdR2Lujkj1Nny7Su3f96SnpLGPH6hv/5f3/7N+v3x/Tpzs1rAv+8AfdE7qgwLHHefll/T9cg9ZJJoFX1eLF+uWZOtW1cWRl6bv5zZtf7BXYurVru7unp+v22Urpf9A//1lk5kz9j/iPf+ghBkDfSHzzzVpzp9+ws2XL9Pvg66/LXv7663r5wYPOjavE11/r42/e7NjjtG9fdmunKjAJvCqsVn1DrHlzx386V1VBgfPv2Jdnxw49jkXpTiygE/i//iWSmurqCA1XKi7WrYWGDy97WbNmF28gu0JJJyJHFtJ279bHmDy5RrspL4Gb4WTL8sMPel6/jz4CHx9XR3Mpd4qnc2d9c/PkST1ZgYeHHvM8OtrVkRnuwNNTz1D13nt65qqoqIvLFi/WY3K/957r4mvRQseUkACPPuqYY3zzjf7toCGETSuUy4nomVtattQz5xgVa9IEYmN1SxCTvI3SHnhAT+Q9Z86lz//3v/q9MmKEa+ICPQ5/797Vm4S5sr75Rk+52KSJQ3ZvEvjlvv9eD0b/6qvOHfDfMOqiTp2gWzf47LOLzx0/rr/l/t//uf5/LD4e9uyBrCz77/vgQT19X02bzV6BSeCXe+cdXZIsb3JiwzCqZuxY3d76b3/TfSpmzNDfdCdOdHVkugQuUvV5PCujpPrkttvsv28bk8BLS0iANWvgmWfAy9weMAy7ePBBuOUW+OMf4aqrYPJkPaVgRR2tnKF3b/27ph16MjLg66/hn/+EpCT93Lx5eq5cB85/ahJ4ae++C6Gh8NBDro7EMOqO0FBdZbJ2LbRvr3sZP/WUq6PSoqL0/Zvq1oPv3q17Q0dFwV13wQsv6PtnQ4bA5s0OrT4Bk8AvSkrSn5gPPwzBwa6OxjDqnr599TAFp07BsGGujuaiPn1g9WqwWqu+7Suv6KEiXnoJ1q2DI0fg5Zdhxw79Ld4kcCd5/33dDO53v3N1JIZRdykFjRq5OopLDRsGZ85UvRolNVWP7fPgg/DGG7q1SWws/OUvcOwYHD6sq4wcyCRw0PVX06fD3XdDTIyrozEMw5mGDtVt1qs6SNuXX0JRUdnNjb29oVkz+8R3BSaBA3z4ob47/vvfuzoSwzCcLSJC12MvXFi17WbN0k0ku3RxSFiVYRJ4VhZMmgS33qovhmEY9c/w4bouu6QFSUV274YtW2D8eEdGVSGTwCdPhvR03XHHMIz6afhw/buy1SizZumblPfe67iYKqF+J/DsbN10cOjQi+1BDcOof1q31pM8VKYapbgYPv9ct20vPb6LC9TvBP7hh7pN6p//7OpIDMNwtREjYNUqOHfuyustX66bQrrBWEmVTuBKKU+l1K9KqUW2x3FKqY1KqYNKqa+UUm40TF4l5OTobvNDhugpugzDqN+GD9el6yVLyl9HRDcZjI52i7bsVSmBPw3sLfX4beA9EWkFZAAP2jMwh3vrLT3Epan7NgwDdIeeyEj47rvy15kzR3fYefNNPXSyi1UqgSulYoBhwHTbYwUMBObZVpkFjHJAfI6xerUeWGfCBN343jAMw9NT95ycO7fsrvU5OXoS7J49de5wA5Utgb8PvACU9DWNBDJFpNj2OBloWtaGSqmHlVKblVKbU1JSahKrfWRmwv336x5S//qXq6MxDMOd/O1v0LQpjBmjW6eV9vbbcOIEfPCB7rXtBiqMQil1K3BWRLZU5wAiMk1EeolIrygX37FFRM+8ceoUfPEFBAW5Nh7DMNxLeDh89ZWeZWrCBJ0zAPbv1yMN3nuvHtPFTVRmzNS+wAil1C2AHxACfACEKaW8bKXwGOCE48K0AxH461/1xXnrLdNs0DCMssXH62T9zDNw++26c8+vv0JgoC6Fu5EKS+Ai8v9EJEZEYoG7gZUich/wE1Ay1NY44Ao1/y52/rweVP3Pf9afoC+84OqIDMNwZ7/7Hdx5p+7YExysW55s2eJ2YyXVZNaCF4E5Sqk3gF+BGfYJyY5E9B3jBx+EQ4f0BKpPP61HRDMMwyiPUrrFSWEh+Pm5OppyVSmBi8gqYJXt78NAvP1DKsPBg9CgAYSFVW79oiLdo+qdd2DDBj185YoVcP31Dg3TMIw6xMPDrZM31KwE7jxPPaV7P91wA4waBf366RuQgYH6E/LYMf2ze7cucSckQG6unhlj8mQ94ExgoKvPwjAMw65qRwJ//XXo2hW+/RaeeKL89Tw9oXt3PVnqwIG6p5Snp/PiNAzDcCIlJc1knKBXr16yefPm6u9ABPbu1SXt3Fz94+mpZ5Fv3lzPhhEQYLd4DcMw3IFSaouI9Lr8+dpRAi+hFHTooH8MwzDqOffoTmQYhmFUmUnghmEYtZRJ4IZhGLWUSeCGYRi1lEnghmEYtZRJ4IZhGLWUSeCGYRi1lEnghmEYtZRJ4G7qs88+Y9asWTizp6xhGLWLSeBuKDc3l0ceeYTx48czdOhQTpxw77kyDMNwDZPA3dCSJUvIy8tj4sSJrFmzhk6dOrF48WJXh2UYhpsxCdwNffvtt4SHhzNlyhS2b99OVFQUL7/8sqvDMgzDzZgE7maKior4/vvvGT58ON7e3rRq1YrbbruNHTt2UFBQ4OrwajWr1UpSUhI7duxg3bp1HD9+3NUhGUaNmATuZlatWkVmZiajR4++8Fx8fDxFRUVs377dhZHVbkePHqVPnz7ExcXRtWtX+vXrR5s2bUhISHB1aIZRbSaBu5lvv/2WgIAAbrrppgvP9e7dG8Akm2r64Ycf6N69O4mJibz33nvMnTuXRYsW0ahRI0aOHMmxY8dcHaJhVEvtGg+8jrNarSxYsICbb76ZgFITU8TExNCoUSOTwKvhrbfe4k9/+hPdunVj3rx5XHXVVReWxcXF0adPH4YPH87atWsJDg52YaSGUXWmBO5GEhISOHXq1CXVJwBKKeLj49m0aZOLIqud3nzzTf70pz9x3333sX79+kuSN0CHDh34+uuv2b17N2PHjnVRlIZRfSaBu5Fvv/0WLy8vhg0b9ptl8fHxJCYmcu7cORdEVvu8/fbbvPzyy4wdO5ZZs2bh7+9f5npDhgzhjTfe4LvvvjPfcIxaxyRwN7Jw4UJuuOEGwsPDf7OspB68RnOK1hOTJ0/mpZde4t5772XmzJl4VjCx9eOPP05QUBAffvihkyI0DPswCdxNpKenk5iYyMCBA8tc3quXns/UlBKvbMeOHTz33HOMGDGCWbNmVZi8AUJCQhg7dixz5swhNTXVCVEahn2YBO4mSuq34+Pjy1weERFB69atTT34FRQWFvLAAw8QERHBjBkz8PKq/D36J554goKCAj7++GMHRmgY9mUSuJtISEhAKUXPnj3LXSc+Pt6UwK/gjTfeYPv27UybNo0GDRpUaduOHTty/fXXM3XqVCwWi4MiNAz7MgncTSQkJNCuXTtCQ0PLXad3796cOHHCDG5Vhk2bNvHWW28xbtw4RowYUa19PP744yQlJZlxZ4xawyRwNyAiJCQklFt9UqJkualG+a1nnnmGRo0a8f7771d7H6NHj6Zx48ZMmTLFfoEZhgOZBO4Gjh07xtmzZytM4N26dcPLy8sk8MskJiayfv16nn32WcLCwqq9H29vbx566CEWL17MqVOn7BegYTiISeBuoKReu6IE7u/vT+fOnU0Cv0xJa5P77ruvxvsaM2YMIsLChQvtEJlhOJZJ4G4gISEBHx8funTpUuG6nTp1IjEx0QlR1Q4Wi4VPP/2UoUOH0qhRoxrvr2PHjrRq1Ypvv/3WDtEZhmOZBO4GEhIS6N69Oz4+PhWu26ZNG44fP05ubq4TInN/y5cv5+TJk4wfP94u+1NKMXr0aFauXGl6vRpuzyRwFysuLmbz5s0VVp+UaNOmDQAHDx50ZFi1xsyZM4mIiODWW2+12z5HjRpFUVERP/74o932aRiOYBK4i+3du5fc3NwqJ/D9+/c7MqxaISMjgwULFnDvvffi6+trt/1ec801NGrUyFSjGG7PJPAayszM5JlnnuHAgQPV2r6yNzBLtGrVCjAJHOCrr76ioKDAbtUnJTw8PBg5ciT/+9//yM/Pt+u+DcOeKkzgSqlmSqmflFJ7lFK7lVJP256PUEotU0odsP3+7QhMdZzFYuHuu+/mgw8+YMyYMdWa8iwhIYGwsLALibkiQUFBNG3alH379lX5WHXN7Nmz6dixIz169LD7vkePHk12djYrVqyw+74Nw14qUwIvBn4vIh2Aa4AnlFIdgJeAFSLSGlhhe1yvvPDCCyxZsoRx48axbds2Xn311SrvIyEhgd69e+PhUfkvQ23atKn3JfDc3Fw2btzIrbfeilLK7vu/4YYbCAkJMdUohlurMGuIyCkR2Wr7OwvYCzQFRgKzbKvNAkY5KEa39MknnzBp0iSeeuopPvnkEx5++GH++c9/smrVqkrvIyMjgx07dtCnT58qHdskcNi4cSNFRUVcd911Dtm/j48Pw4YNY+HChWZsFMNtVakOXCkVC3QHNgLRIlLSXe00EF3ONg8rpTYrpTanpKTUJFa3cfToUR555BEGDRrEpEmTAJg0aRKtWrXigQceIDMzs1L7WblyJVarlcGDB1fp+G3atCE9PZ20tLSqhl5nrFmzBqUUffv2ddgxRo0aRUpKChs2bHDYMQyjJiqdwJVSQcA3wDMicr70MhERQMraTkSmiUgvEekVFRVVo2DdxY8//khhYSFTpky5MGRpYGAgn3/+OcnJybz33nuV2s+yZcsIDg7m6quvrtLxTUsUWL16NV26dKlR1/mKDBkyBG9vb9Mr03BblUrgSilvdPKeLSLzbU+fUUo1ti1vDJx1TIjuZ8WKFcTExFxIpCXi4+O56aab+PjjjykuLq5wP8uWLWPAgAF4e3tX6fj1PYEXFRXxyy+/OKz6pERoaCgDBgwwCdxwW5VphaKAGcBeEZlUatFCYJzt73HAd/YPz/1YrVZ++uknBg0aVObNs4cffpjk5OQKhyQ9fPgwhw8frnL1CejZ1L28vOptAv/111/Jzc2lf//+Dj/WiBEjSExMrLevteHeKlMC7wuMBQYqpbbZfm4B/g4MVkodAG60Pa7ztm/fTnp6OoMGDSpz+fDhw4mOjuajjz664n6WLVsGUK0E7u3tTcuWLettU8LVq1cDOLwEDvp6AqYUbrilyrRCWSsiSkS6iEg328+PIpImIoNEpLWI3Cgi6c4I2NVK2gWXl8C9vb2ZMGECixYtuuLEC8uWLSMmJoa2bdtWK4763BJlzZo1tGrVyi6DV1WkRYsWdO3a1SRwwy2ZnphVtGLFCtq1a0eTJk3KXeehhx7CarWWO7+ixWJh5cqVDB48uNptmNu0acOBAwewWq3V2r62slqtrFmzxinVJyVGjBjBunXrzITHhtsxCbwKCgsLWb16dbml7xJXXXUVgwYNYsaMGWW2Id6yZQsZGRnVqj4p0aZNG/Lz80lOTq72PmqjPXv2kJGR4ZTqkxIjRozAarWawa0Mt2MSeBVs3LiR3NzcChM46JuZR48eLfNmZkn9d2X2U5762hJlzZo1gHPqv0v06NGDJk2amGoUw+2YBF4FK1aswMPDgwEDBlS47qhRo4iLi+PZZ5/9zdjdy5Yto1u3bjRs2LDasdTXBL569WqaNGlCy5YtnXZMDw8Phg8fzuLFi83gVoZbMQm8ClasWEGPHj0ID6943C4fHx+mT5/OgQMHeOWVVy48P2fOHFavXs2wYcNqFEuTJk0ICAiodwl83bp19OvXzyHjn1zJ7bffTk5ODt99Vy9ayxq1hEnglZSdnc2GDRuqVO0xcOBAHn30Ud577z3Wr1/PDz/8wNixY+nXrx9//OMfaxSPUoo2bdrUq6aEp06d4vjx41xzzTVOP/bAgQNp3rx5uTemDcMVTAKvpF9++YXi4mIGDhxYpe3+8Y9/0KxZM+655x7uuOMOunbtyqJFiwgICKhxTO3atWPv3r013k9tUTKZc2XHTrcnT09Pxo8fz7Jlyzh27JjTj+9KZ8+e5d///jfPP/88R48edXU4RikmgVdSycQLVR23JDg4mBkzZnDs2DHi4uJYvHgxISEhdompU6dOHD16lPPnz1e8ch2QkJCAp6cn3bt3d8nxx48fj4gwa9asileu5USExYsXM2zYMJo0acLvfvc73nvvPdq0acMf/vAH0tPrRbcPt2cSeCUlJCTQrl07QkNDq7ztjTfeyM8//8zq1atp0KCB3WLq3LkzALt377bbPt1ZQkICnTt3tsu3l+qIi4tj4MCBzJw5s9rt71NTU/nss8/sUopPTExk6dKlrF+/nh07dthlomsRYfny5fTt25ehQ4eyfft2/vCHP7Bz506SkpK47777mDRpEu3bt+fMmTM1Pp5RQyLitJ+ePXtKbWS1WiU6OloeeOABV4dyiUOHDgkg//3vf10disNZLBYJDQ2VRx55xKVxfP755wLIypUrq7Td1q1bZfz48eLr6yuA+Pr6ynPPPSepqalVjqGwsFBeeeUV8fDwKBkFVACJjIyUN998U86dO1ep/eTn58vBgwflp59+ksmTJ8u9994rLVq0EEBiYmLkP//5jxQUFPxmu40bN4qXl5c89NBDVY7dqB5gs5SRU00Cr4Rjx44JIJMnT3Z1KJewWCwSGBgoTz31lKtDcbjExEQBZMaMGS6NIzc3V0JDQ+X++++v9DazZs0SQAIDA+Wxxx6Tn376ScaPHy8eHh4SEhIi8+bNq/S+9u3bJ7179xZAHnjgAVm7dq0sWbJE5syZI0OHDhVAwsLC5Omnn5b//e9/kpOTIyIimZmZsmnTJpk2bZqMGzdOWrVqdUnyB6Rx48Zyxx13yLRp0yQ/P/+KcTz77LOilJKtW7dWOnaj+kwCr4F58+YJIAkJCa4O5TeuvvpqGTBggKvDcLhPP/1UANm5c6erQ5HHHntM/Pz85MyZMxWuu3DhQvH09JRBgwZJRkbGJct27dol11xzjXh6esrs2bMr3NeaNWskJCREwsPDZe7cuWWus2nTJhk9evSFkr6Pj480aNDgkkQdFRUlI0eOlNdff11mzpwpy5cvl6SkJLFarZU6fxGRjIwMadCggfTv379K2xnVYxJ4Dbzwwgvi4+NTYanEFR588EGJjIys8/9ETz75pAQGBkpxcbGrQ5E9e/aIj4+PjBgx4oqv+5o1a8TPz0969+4t58+fL3OdrKwsGTBggCil5OOPPy53X4sXLxZ/f39p06aNHD16tMIYc3JyZPHixfLcc8/JxIkT5R//+IfMnz9f9u3bZ7f3ytSpUwUo98PEsB+TwGtgwIABEh8f7+owyvT+++8LIKdOnXJ1KA4VHx8v119/vavDuODdd9+94v2H9evXS2hoqLRt21bOnj17xX3l5OTITTfdJIA8++yzkpaWdmGZxWKR2bNni7e3t3Tt2rVSpX5nKSoqks6dO0uLFi3csnBTl5gEXk3FxcUSFBQkTz75pKtDKdPy5csFkGXLlrk6FIfJz88XHx8feeGFF1wdygUWi0VuvPFGCQgIkH379l2y7NtvvxU/Pz9p1aqVJCUlVWp/eXl5MnHiRFFKSVhYmLz11lvy4osvSvPmzQWQPn36SHp6uiNOpUZ+/PFHASpVBWRUn0ng1bRr1y4B5NNPP3V1KGU6c+aMADJp0iRXh+IwGzduFKBKN/uc4cSJExIRESHdunWTTz75RJYtWybvvPOOKKXk6quvrrDkXZYdO3bILbfcIoB4enrKLbfcIrNnz5a8vDwHnEHNWSwWueqqq6Rfv36uDqVOKy+BezmugWLdUNKBxxW9/yqjYcOGREVFsWvXLleH4jDueg2aNGnCxx9/zJgxYxg/fvyF50eMGMGXX35ZrfbqnTt35ocffmDXrl00bNiwRgOeOYOHhwePPvoozz//PDt37rzQN8FwDtORpwIJCQmEhobSunVrV4dSrs6dO7Nz505Xh+EwCQkJNGrUiJiYGFeH8hsjR44kMzOTAwcOsGrVKhYvXsz8+fNr3NmoU6dObp+8S0yYMAFfX1+mTp3q6lDqHZPAK5CQkEDv3r3x8HDfl6pTp07s3r27zs7Os2HDBuLj450+AmFl+fv706pVK66//nqGDBmCp6enq0NyqsjISMaMGcNnn31GVlaWq8OpV9w3K7mBvLw8duzY4XZf3S/XuXNncnNzOXLkiKtDsbujR49y4MCBSo3BbrjO448/TnZ2NrNnz3Z1KPWKSeBXsHXrVoqLi2tFAgfqZD34kiVLABgyZIiLIzGu5Oqrr6Zbt25MnTpVt44wnMIk8CtYuXIlSin69evn6lCuqEOHDgB1sh58yZIlNGvWjPbt27s6FOMKlFI89thj7Nixg7Vr17o6nHrDJPArWLp0KT179iQyMtLVoVxRcHAwcXFxda4EXlxczIoVKxgyZIjb1n8bF913332Eh4fzwQcfuDqUesMk8HKcP3+eX375hZtuusnVoVRK586d2bx5s12+vqanp7Nz506WLl3K/Pnz2bt3LxaLpUr7yMrKYsGCBaxbt47MzMxqxbFx40bOnTtnqk9qicDAQCZOnMi3335rJn5wEpPAy7Fq1SosFguDBw92dSiVcvPNN3Po0KFqjw2elZXFRx99xDXXXENkZCRdunRhyJAh3H777XTo0IHg4GD69OnDm2++SWJiYpn7KCwsZNmyZYwdO5bo6GhGjx5Nv379CA8Pp3nz5syfP79KMS1ZsgQPD48qTWNnuNYTTzyBUoopU6a4OpR6QTnzhkOvXr1k8+bNTjteTTz55JN88sknpKWl4evr6+pwKnTmzBkaN27Mq6++ymuvvVbp7axWK//85z/561//Sk5ODh06dOC+++6jVatWNG7cmICAAPbs2cO2bdtYt24dGzduBKBt27Z07NiR2NhYIiIiWL9+PatWrSI3N5fQ0FDuvvtu7r77bnJzc9m1axdfffUVO3bs4Ntvv+XWW2+tVGxXX301np6erF+/vjovieEiY8aMYdmyZSQnJxMYGOjqcOoEpdQWEen1mwVldc901E9t6krfunVrGTZsmKvDqJLrr79eOnToUOn1T58+LYMHDxZARo0aJb/88kuFI9UdP35c/v3vf8utt94qHTp0EH9/fwGkTZs28sQTT8h3331XZrfvzMxM6dWrl/j6+lZq3JaUlBRRSslrr71W6fMx3MPatWsFkA8//NDVodQZmLFQKu/IkSMCyPvvv+/qUKpk8uTJAsju3bsrXHf9+vUSHR0tfn5+8t///rfaQ4xardZyh0q9XGpqqnTq1EkCAgJk48aNV1z3yy+/FEB++eWXasVluI7VapWePXtKu3btxGKxuDqcOqG8BG7qwMuwbNkygFpzA7PEbbfdhlKKefPmXXG97du3M3ToUIKDg9m0aRMPP/xwtVt5KKUIDg6u1LqRkZEsX76chg0bctddd11xMuYlS5YQHh5O7969qxWX4TpKKZ555hkSExOZM2eOq8Op00wCL8PSpUtp2rQp7dq1c3UoVdK4cWP69et3xQR+8OBBhgwZQnBwMCtWrKBTp05OjBCio6OZPXs2x48f54knnihznfT0dBYtWsSNN95Y77ql1xX33HMPvXv35tlnnyUjI8PV4dRZJoFfxmKxsGLFCm666aZa2fb4jjvuYOfOnezbt+83y06cOMHgwYOxWCwsW7aM5s2buyBCuPbaa3nllVf4/PPP+eKLLy5ZJiI8+uijZGZm8uKLL7okPqPmPD09mTZtGmlpabz00kuuDqfuKqtexVE/9qgDt1qtUlhYKFlZWZKSkiIpKSmSl5dnt2mi1q1bJ4B8+eWXdtmfsyUnJwsgb7zxxiXP79+/X2JjYyUoKEg2bdrkouguKioqkmuvvVZCQkJk7969F54vmfvyrbfecmF0hr38/ve/F0DWrl3r6lBqNWrzTcxJkybJyJEjpUuXLhISEvKb2bQB8fLykoYNG0p8fLzcdddd8tprr8kvv/xSpTkUrVarDBw4UMLDw38zAW1tcu2110qjRo1k+vTpkpubK5s3b5aoqChp0KCBW03MfPjwYQkPDxcfHx957rnnZOvWrRISEiL9+vVzi7kvjZrLysqSZs2aSceOHd12UoraoLwEXivagU+YMIHNmzcTGxtLXFwcDRs2xM/PDz8/P0SE7OxssrKySElJISkpiaSkJA4fPozVaqVBgwaMHDmSP/7xj7Rs2fKKx/nmm2+44447mDJlCo8//nh1T9PlNmzYwKOPPsr27duJjIykoKCAyMhIli5dSps2bVwd3iVOnDjBq6++ysyZMxERgoOD2bFjB7Gxsa4OzbCTRYsWMXz4cHr06MHcuXOv+H9osVjYsGEDixcvZv/+/Rw9epTjx48TFhZGXFwccXFx9OnTh8GDBxMVFVXtmCwWC1lZWeTn55Ofn4+3tzfR0dF4ebnnHDfltQOvUQJXSt0MfAB4AtNF5O9XWt+ZHXnS0tJYunQpP/zwA/Pnz6e4uJhHHnmEV155pcyB8nNzc2nfvj1hYWFs2bLFbS9kZYkIP//8Mx988AGpqal89dVXNGnSxNVhlWvnzp38/e9/56677mLEiBGuDsews4ULFzJu3DhEhJkzZzJixIgLN6jPnj3LihUrWLZsGYsWLSIlJQUvLy/i4uJo0aIFMTExZGZmcuTIEQ4fPkxWVhZKKXr16sWNN97IDTfcwLXXXltup6GUlBS2bt3K1q1b2blzJ3v27GHfvn3k5+dfsp6HhwfR0dG0aNGCDh060KFDB9q3b89VV11FbGysSzv02T2BK6U8gf3AYCAZ2ATcIyJ7ytvGWQncYhXyiywE+uokfPLkSf7yl78wffp0/P39+eMf/8ijT/yOXKsHTUL9UErx2muv8frrr7NsxUoate3BVVFB+PvUzhYQVquQkVtIXpGFvEILVoEgPy+C/bwI8vHCw8M9bs5arMLRtByahPnj5+3c1zqv0ML5/CKiQ/zsvm+rVTiRmcex9Fxiwv1pFh5wyWteUGzBx9Pjwk1yEWHfmSx+OZRGbINArr0qEl+v2vneu5IjR45w5513smXLFpRSREVFERQUxOHDhwEICwtj6NChjBw5kptvvpnQ0NDf7MNqtbJlyxYWL17M4sWLSUhIoLi4GG9vb1q0aEFUVBRRUVEUFBRw6tQpTp48SWpq6oXto5s0o3OnDnTt3ImmTZvi7++Pn58feXl5F9Y/dOgQe/bs4ezZsxe2U0rRuHFjIiMjiYyMJDw8nMDAQAICAggMDCQoKOjCT2hoKCEhIQQFBeHp6YmHh77W3bt3r/ZMTY5I4H2A10RkiO3x/wMQkb+Vt011E/iWo+nsOXmeI6m5HE3LISu/GF9vD3y9PIkI9KZ1w2BaRwdRbBGW7jnN8r1nycwtpHdsBIM7RNO9eRhnzhewadsuPv/33zi46Se8QqMJufp2wgO8aeKTz4bvPqFF9wF4D36G3EILXh6Kjk1D6d4sjKhgX0L8vfH18iA5I4/DKdkcS88lu6CYgiIrRRYrcQ0C6dosjPaNg8nIKeJwajZJqbkoBf7engT6euHv44m/tycBPp54eigUCqXgzPl8jqblkpSWg4+XB80jAmgWHkBMuD9Nw/1pHOpPSlY+vxxKY+ORdPKLLMQ1CKRlVBANgnwRBBFIySpg98lz7Dl5npzCsgef8vZUNIsIIDYykCZhfnh7euDloQj286ZrszC6Nw8jxM+bM+fz+fVYBjtPnOPQ2RwOp2Zz6lw+4QE+NAz2pUGQL77eHnh6KHw8PWgY7EvjMH8ahfihlE7ORRahoNhCbqH+ICn5QMkuKGbvqfPsPHGO3EILIX5e3NYjhrt6N8PbU7HzxDl2nzhPTmExHkrh5aGwiFBULBRZrFht71kBCoqsnM8v4nx+ESIQ6OtFsK+Xfr29PfH38STU35vGoX40DvMnI6eQxbtOs2r/WfKLrDSPCODaqyJp1yiYgmIruYUWcguLybHFDNA6Ooj2jUNo2SCQIosuHBRarPh4euDj5UGRxcqek+fZkXyOnSfOceBM1iWvv7+3J3ENAsktLCYlq4Ac2znHRQXRJNSP7cczOXnuYmkwyNeL69tE4evtwZnz+Zw5X4C/tyfRIX40CvWlSZg/Mbb3h5eHIiu/mPN5ReQXWyiyCMUWIcTfi9jIQFpEBpBXZGHH8XPsOHGO83lFhAf4EBHojQCnzuVzKjOPIosQE+FP84gAGof6EeTrTaCvJ/lFVnYkZ7L9eCanz+cTGxlIq4ZBxDUIJCrYl6hgXSpdfzCNNQdS2J58jsJiK8VWKwpFo1A/mkcEEBnkw8Gz2ew8lkrypqUEFmbQwDOPAApoelV7wlr1oDA8lrBAXxqH+tEw2I+CYgsZuUVk5hbp17zYSkGxpST/4KEgyKOY/OQ9nN63lZRTyaSnppKZngqeXngHN4CAMPL9o5DIlvhEt8TDLwiA2MgAIoN8Sc8pJC27gCBfL3rGRhAfG05MRADn84pIPnWGxMR9HDx0mONJh8lMOY0l7zzFueex5GejLIVYiwoozM8lLzeXinLp5m076Nm1enOGOiKB3wHcLCIP2R6PBa4WkScvW+9h4GGA5s2b96zOKGX/98kmViaexc/bg9jIQMICvMkvspJfZCE1u4DU7MIL6wb7enFDu4Y0Dffnp8SzJJ6+dIqniEAfIs/tZ9c3/+J00n5bkB54R8bQbvzfuPXazsTHRrD/TBabk3QCyyu6+M+oFMSE+xMbGUiIn7dOYkqx/2w2e0+ep9CipzUr+Qf1VJBbaCGnsJi8Qit5hcXkFlko/bKH+nsT2yCQFhEBFFmsHM/I5VhaLufziy+J3d/bk16x4YT4e3M4JYcjqdnkF12cRi3Ax5MOjUPo2CSEuAaBBNiSmIdSZBcUkZVfTGp2IUfTcjiSmsOZ8/kUW4Riq5BfrGNSCiICfEjL0a+pp4eiRUQALaMCaRLmT2ZuEWez8knLLqTIYqXYKhQUW0nLLsBaibeSh4IAHy+uahhE92ZhtG0UzC+H0li86/SF1w7Az9uDED9vLFYdn6eHwttT4e2pPzQurOflSbCfFyH+3iggu6CY7ILiC4k4r9BCVkHxJa93dIgvQzo2onlEABuPpLPxcNolr7WftwdBtg/cYotw6tylX7XLE+TrRccmIbRvHELbRsE0Cw8gOSOXfWeyOJKaQ5CvFw2D/QgP8OZMVj5JqbkkZ+TStlEwA9s15NqrGnDwbDZL95zmp8QUPBREh/oRHexHXpGFM+fzOX0+n8zcokrFU9ZrH+jrRVapc/X2VESH6A/yExl5l1yD0hqF+NE4zI+jabmk5xSWuU6DIB96x0YQ6OulP3Stwslz+ptIalYhcQ0C6dQ0hOYRAWw9lsn6Q6kX3r9+3rrgklNg4fT5fCy2N5OXhyIswIcAH098vDxs31zAKmCxWknPKbzk/7+Ej5f+dt041J+4qEA6NNbXpbDYyrbjmWw7nkFWfrHOB4E+pOcWselIOqfPX1atoiA6xI8mYf6E+XtTaLFSUKyPeyQ150KcIoIUFyAFeVgLc7EW5CCF+YjYXk+xsuzvD9MlLrpqF83GZQm8tOqWwI+m5eDr5Ul0iG+ZbbPTcwo5eDabYouVXrER+HhdbN5+LC2XA2ezaBzqT0yEPyF+3oC+ibFv3z4iIiIICo0g+Vw+rRsGX5IcSuQX6a/beYUWokP8yv26X1hsJSkt58Kborx25PoOsq35jAhenmU3xz+fX8TJzDxOZOQR6u9Nl5iwS87NakueJYfx8fSodvVIdkEx249nsjkpg+MZuXRoHEK35mF0aBxSqeqNIouVs1kFnDmfj4hODJ4eCj/bN44Ab50QvT1Vudfwh52n8PPyoEtMGFdFBZb7ulRVkcXKmfP5nDqXj4+nB52bhl7yOlmsQnpOIQG2b0iXv4bncovYe/o8x9Jz8fXywN/bE28vD4qKrRcSXrtGwbRsEOSU6qmcgmJOZOaRnJGL1QrBfl4E+3nj7+OJl4f+kMvI1R/USWm5eHkoujYLo2OTEAJ8vCiyWMnMLUJEaBDkeyFmq1U4k5XP6XP55BTob0qeHorOTUNpFHqxqik9R+87NbuQlKwCCostxMfpbzFVOf/8Igt7Tp0nKsiXpmH+F7YtuR4lH6QV9cfIL7JwMjMPQX+IBvh4Vmq7y4kIyRl5nM3KJ9Tfh7AAb0L9vfEu531YUGzhcIouCAX7eRPqr6+Dn7d+H3l6KLLyiziXp3/aRAdXu6qwVlehGIZh1GflJfCaFHE2Aa2VUnFKKR/gbmBhDfZnGIZhVEG128qJSLFS6klgCboZ4cciUr3ZBAzDMIwqq1FjZxH5EfjRTrEYhmEYVWAGszIMw6ilTAI3DMOopUwCNwzDqKVMAjcMw6ilTAI3DMOopZw6nKxSKgWoel96rQGQWuFadYs55/rBnHPdV9PzbSEivxk/16kJvCaUUpvL6olUl5lzrh/MOdd9jjpfU4ViGIZRS5kEbhiGUUvVpgQ+zdUBuIA55/rBnHPd55DzrTV14IZhGMalalMJ3DAMwyjFJHDDMIxaqlYkcKXUzUqpfUqpg0qpl1wdj70ppZoppX5SSu1RSu1WSj1tez5CKbVMKXXA9jvc1bHam1LKUyn1q1Jqke1xnFJqo+1af2Uba77OUEqFKaXmKaUSlVJ7lVJ96vp1Vko9a3tf71JKfamU8qtr11kp9bFS6qxSalep58q8rkr7l+3cdyilelT3uG6fwJVSnsAUYCjQAbhHKdXBtVHZXTHwexHpAFwDPGE7x5eAFSLSGlhhe1zXPA3sLfX4beA9EWkFZAAPuiQqx/kAWCwi7YCu6HOvs9dZKdUU+B3QS0Q6oecOuJu6d50/AW6+7LnyrutQoLXt52FganUP6vYJHIgHDorIYREpBOYAI10ck12JyCkR2Wr7Owv9T90UfZ6zbKvNAka5JEAHUUrFAMOA6bbHChgIzLOtUqfOWSkVCvQHZgCISKGIZFLHrzN63gF/pZQXEACcoo5dZxFZDaRf9nR513Uk8KloG4AwpVTj6hy3NiTwpsDxUo+Tbc/VSUqpWKA7sBGIFpFTtkWngepNae2+3gdeAEqmQo8EMkWkZNr0unat44AUYKat2mi6UiqQOnydReQE8A5wDJ24zwFbqNvXuUR519VuOa02JPB6QykVBHwDPCMi50svE93es860+VRK3QqcFZEtro7FibyAHsBUEekO5HBZdUkdvM7h6BJnHNAECOS3VQ11nqOua21I4CeAZqUex9ieq1OUUt7o5D1bRObbnj5T8tXK9vusq+JzgL7ACKVUErpabCC6fjjM9lUb6t61TgaSRWSj7fE8dEKvy9f5RuCIiKSISBEwH33t6/J1LlHedbVbTqsNCXwT0Np219oHfQNkoYtjsitb3e8MYK+ITCq1aCEwzvb3OOA7Z8fmKCLy/0QkRkRi0dd0pYjcB/wE3GFbra6d82nguFKqre2pQcAe6vB1RledXKOUCrC9z0vOuc5e51LKu64LgQdsrVGuAc6VqmqpGhFx+x/gFmA/cAj4k6vjccD59UN/vdoBbLP93IKuE14BHACWAxGujtVB5z8AWGT7uyWQABwE5gK+ro7PzufaDdhsu9YLgPC6fp2B14FEYBfwGeBb164z8CW6jr8I/U3rwfKuK6DQLesOATvRLXSqdVzTld4wDKOWqg1VKIZhGEYZTAI3DMOopUwCNwzDqKVMAjcMw6ilTAI3DMOopUwCNwzDqKVMAjcMw6il/j9vSXbV/yfxPwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3th class\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/ZfQdxAy5uXryje7ddaKvSFG/PrRvr8X9/vsjV09VZedOqFs3/DdPj0cLer9+cMYZ8NRTuhVfq1Z466nCxG/L3eeDDRsgKwv27oWCAsjOPq5IRkYG+fn5vPzyy0XrcnNzSzzcRRddxLRp0wA9GXbdunVJSUmhWbNmRS6TFStWsGnTplOalZqaSmpqatGkIIFjlpdmzZqRmZkJwMyZM4vW16hRg5ycnAodK655/nktPBMmlJ2nPVQyMuDbb/VvMJ7Ys0c3qJ54IvzH/uor2L8frrxSd6h6vfDxx+GvpwoTv+J++LAW80DLKTHxpPktlVLMnj2br776irS0NM477zxGjhzJhBJycY8fP57MzEw6dOjA2LFjmeqfbWfIkCEcOHCAs88+m0mTJtGyZcsyTXvjjTe47bbbSE9PRyqYe+See+7h5Zdf5pxzzmHfvn1F6y+99FLWrFlzXIeqoRQOHNCi3q+fbrlHmowM/QS5bFnk66pKTJmin5AiMdfB++9DcjL06qUnRjnttPhzzYhI1F+dO3eWE1mzZs1J68LKrl0iP/4oUlioP//2m8jKlSI+X2TrjTEifh2qIvfcI6KUyM8/V059Bw+K2GwiDz1UOfVVBbxekebNRZxOERBZvTp8x/Z4ROrVE7nqqmPrbr1VpFo1kdzc8NVTBQCWSym6Gr8t94ICnR/E4e92SE7W0RGFhdG1yxBdtm2D//xHJwZr165y6kxNhc6d46tTdfFi7RZ97DH9edas8B37m2+0q/XKK4+tGzhQPyUsWBC+eqo48S3uiYnH/KmBTskTXDOGOOOxx3R/zCOPVG69GRnaLRMvv7///hdq14Y77tC5eooFLoTMzJk6MKJPn2PrLrlEj1OIo1w+8S3uxaJFSErSQh8vfy7DyWzZosMf//xnaNq0cuvu0UNHePg70i3N7t3a/z1ypG5gDRmix7H89lt4jr9qlfazF49mS0iAP/5RD2iKk6iw+BR3kZPF3WbTPwYj7vHLY4/pG3wgSVhl0r27DgdcuLDy665spkzRAnvzzfrz4MF6Ga7W+44dcPrpJ68fOlRH0CxeHJ56qjjxKe5utxb44uIOx8S9WFy6IU7YtAneeEOPRG3cuPLrr1YNLrzQ+nlmfD49qfgf/qBz6wA0a6b7HMIh7iJa3EuatLxXL6heXUfSxAHxKe6BeOKSxF0EghxMZIhhHnsM7PboDiTq3Vu7FE5ITGcpsrJg48aTZ7IaPBi+/z70cz98WP9/GzU6eVtSkg5vnTUrLlwz8SnugZGbJYk7lOqaKStN7uzZs1mzZk04LDRUJr/9pl0Ft9xS8uN8ZRHoAPzss+jZEGkCLpHLLjt+/ZAhehlqh+eOHXpZkrhDXLlmQhJ3pdTflFKrlVJZSql3lVKJSqk0pdT3SqkNSqkZSqmEcBkbNgoLtW814QTTEhK03zNIv7sR9xjlH//Q137s2Oja0batzhdv5dTMixfDmWfqlADFadVKu1L8o7mDpixxjyPXTNDirpQ6HbgT6CIi7QA7MAyYADwnIs2Bg8CocBgaVvLz9Z/5xGHlSp3UqfrYY4/RsmVLLrzwQn755RcA/ve//3HuuefSsWNHhgwZQm5uLkuXLmXu3Lnce++9pKens3HjxhLLGaoYmZl6Io6//a1kP21lopRuvS9YYM3xFl4vfPmlDvssiebNdex7KATEvbRrWdw143aHVlcVJ9TEYQ4gSSnlBqoBO4EMYLh/+1RgPPByiXuXk9GjR5eZPrdC5OaS3qYNE/0pAo4jOVmnJfB4yPzpJ6ZPn87KlSvxeDx06tSJzp07M3jwYG7yp4B98MEHee2117jjjjvo378/ffv25Ur/4InU1NQSyxmqCCJ6Ao46deC++6JtjaZPHx0DvmQJXHpptK0JLytX6gR9pZ3XWWfB55+HVsfOnXp5qhv1VVfplAdffgk9e4ZWXxUm6Ja7iPwOPA1sRYv6ISATyBaRQG/FdqBEJ6ZS6mal1HKl1PK9e/cGa0Zw+Hy686wkivndv/nmGwYNGkS1atVISUmhvz87YFZWFhdddBHt27dn2rRprF69usRDlbecIUp8/rkOPfzHP6BmzWhbo8nI0E+VVnTNBPzcpYl78+a65R1KOPKOHTrNb40apZe54oq4cM0E3XJXStUCBgBpQDbwPtCrvPuLyGRgMkCXLl1OmR1rYjhT/no8ugVRWrhbOUaqXn/99cyePZuOHTsyZcoUvvzyy5DKGaKAz6db7WlpUGymrahTvTpcfDF8+qlOU2slFi8+5lsviebN9fK333Qyv2AoLQyyOAHXzIcf6qekSGf9jBKhdKheBmwSkb0i4gZmAd2BVKVU4KbRGPg9RBvDS2lhkAHsdr0tN5eLL76Y2bNnk5eXR05ODh999BEAOTk5nHbaabjd7uNS8p6YVre0coYqwJtvwk8/6RDI0n4L0aJ3b1i9GrZujbYl4cPthq+/PrWr6ayz9DIUv/vOnaV3phanRw/Yt09PxmJRQhH3rUBXpVQ1pZQCegBrgMVAIGPPSKBqTe1elriDbr3n5tKpUyeuvvpqOnbsSO/evYtmYPrXv/7F+eefT/fu3WkdGIgBDBs2jKeeeopzzjmHjRs3llrOEGX279fT511wAQQ5i1VECYREfvppdO0IJ5mZcORI6Z2pcEzcN24Mvp4dO8on7hdeqJdWTvdQWrrI8ryAR4B1QBbwFuACzgR+ADagXTWuso5TqSl/d+zQqX49ntLL7Nx5fDrgOMaSKX9HjRKx20VWrYq2JSXj84mkpYn07RttS8LH44/r1L579py6XJ06IrfcElwdPp9IYqJO2VyesnXrilx/fXB1VRE4RcrfkKJlRORh4OETVv8GnBfKcSNKQYFO81tahyrooeCgU4RWlY42Q3j45ht47TXdcg/WrxtplIIBA+DllyEn59Sdg7HC4sU6hXK9eqcuF0o4ZHa2DnMuT0irUjqfj4Vb7vE3QvXEhGElUVzcDdahsFB3np5xBjx8YpukijF4sP6tWsE1U1hY/tDOs84K3i0TCIMsj1sGtLhv2KCzVFqQKi3uUsEp5spFecTd4SjqVI1nIvL9R5MXXoA1a2DSpOPTwVZFunXTrVwrTA23cKH+L11+edllmzfXHcnBzCdb1ujUEwlMobhkScXrigGqrLgnJiayf//+8AqMz6dbEeWJjqhWLa7T/4oI+/fvJzExMdqmhIf9++HRR3UkSr9+0bambOx2PXvQvHnHciHFKh98oF1L5Rkw1Ly5/p9u3lzxeioq7p07ay2wqLiHOkI1YjRu3Jjt27cT1gFObrcOfxLR2eNOxaFD2odnt+tc73FIYmIijaOR/jYSPPqo9l//+9/RtqT8DB6s0+MuXKgnmohFPB6dDKxfv/I1qopHzLRqVbG6yjM6tTgul57Uw4h75eJ0OklLSwvvQT/7TLfcvvlGX9RTsWCBLvvFFydnsDPEFhs3wosvwg03VN68qOEgI0NPDffhh7Er7l9/rZ+aAlkfyyIwkCmYTtUdO/T3VRGX24UXwtNPa7dRoK/NIsRXkzSQK7pJk7LLduqkl5mZkbPHUDmMG6ezff7zn9G2pGIkJEDfvrE9NdzMmVo0e5Vz8Hq9etqFE6y4l9clE6B7d/3d/vhjxeur4sSXuP/uHyxbnse22rX1DDFG3GOb77+H996Du++u+B+/KjBokHYlxqLrwOfTTx19+pS/VaxU8BEz5Uk9cCLduumlBUMi40vcd+yA+vVPzuNeGp07h55f2hA9RODvf4cGDXRceyzSq5eeRDpc84tWJkuXwq5d5XfJBAg21r28qQeKU7u2zqMfizfPMogvcf/994pd/M6ddQsiOztiJhkiyHvvaYF57LHYHQhUvbrOYvjhh7E3t+/MmbrTsqL9Bc2b6zltvd7y7xOYOzWYp7Pu3fXvxGKhv/En7hWZRq1zZ700rffYIy9P52hPT4frr4+2NaFx5ZW6vyiW/MIiekKMyy+v+I31rLN0ZNu2beXf5+BBHRsfjLh37qyj44IJv6zCGHE/FQFxX7YsMvYYIsczz+jBMM89d+pUE7FA3766Q3jmzGhbUn5mz9bifNVVFd83mIiZioZBFqdDB71ctari+1Zh4kfcCwpg796KiXudOnD22Tp00hA77NgBTzyh48QvuSTa1oROaqoeADRzZmy4DvLydF9Hu3YwbFjF9w9G3Cs6gKk4gRxDRtxjlMCdvaKz2198se5sidVQtHgjLw9GjNDXK5YGLJXFkCHabfB//xdtS8rmqae0rS+8oFN5VJRGjXQn8q+/ln+fUMS9enXtCjLiHqMEwiCDEfecHD17k6FqU1ioRfCrr3Tmx8BoRyswYIB2L1V118yWLfqpaejQ4OeAtdm0S7QiESxlTYxdFh066MlbLET8iHvg4gcj7qBH2hmqLh4PDB+usyi+8gpce220LQovderoEatV3TVz7706Vv3pp0M7TkYGLF+uOzrLw86dOj13sKNMO3bUbiAL5ZOKH3EPtNwr+tjWqJH2ARpxr7r4fHDjjToW/Lnn4Oabo21RZBgyBNavh6ysaFtSMuvW6Umnx4zRaZVDISNDX9fy/u+CDYMM0KGDvmlaaBL7+BJ3l0sPWqgoF1+sO1VjLc44HhCB22+Ht97S6QVGj462RZFj4EDtsqiqA5oCIcNXXnnqcuWha1ftd1+0qOyyW7fqXFBt2wZfnwUjZuJL3E8/PbiZzi++GA4csNRd3RKIwNixesaie++FBx+MtkWRpUEDuOiiqivuWVk6ZLNFi9CPlZioBxedKO6vvw4zZhz77PPpcQxeb2gd6GlpumPVQn73+BP3YDB+96rJxIn6D33rrTBhQnA37lhj0CAtosFORRdJfv5Zp+ktb3qPssjI0C3pQNrvzZu1y23YMD1AzevVv4HFi+H55+HMM4Ovy2bTIZGm5R6DhCLuzZpB48ZG3KsS69fD/fdD//56ZqV4EHbQrhnQg4SqGllZ4U2p3KOHXi5erJfPPKNFeORIHW7Zu7f+DQwYoNM5h0qHDlrcq3KHdQWID3EXCU3clYI//EGH2Fnkwsc0InouVJdLu2TiaTKVpk3hnHOq3vR7OTm6ZR1Oce/cWacuWLQI9uyBV1/VUVBTpugY+oUL9QCvyZPDc3Pv0EHnkQqkBo9x4uNfcfCgnqosWHEH7ZrZvVu3GA3R5c039R9+woTYTOMbKoMGwXff6YyLVYU1a/QynOLucOhG1aJF8J//6FHm992nt91xh04LsnixzvQaDjp21EuL+N3jQ9xDGb0WIOB3DzwiGqLDvn06N3u3btYNeSyLgQP108vcudG25BiB8MzAUP5wkZGhG1TPPadvaq1bH9t27rmhRcicSODGZBG/e3yIe7CjU4vTqpV+JJ43Lzw2GYLjnnv0wJb//je+3DHFaddOj76tSn73rCw9gKhZs/AeNyNDL48e1fHzkaRmTW2/EfcYIhzirpTuvFuwwFKj2GKKpUth6lTdco+luVDDjVK6FbtwYdkTvVcWWVk6yV64b7jt2+sQ0B494LzzwnvskujY0Yh7TBHs6NQTGThQ++4//zxkkwwVxOvVg5VOP9368ezlYeBAnUvnk0+ibYkm3JEyAWw2HaX27rvhP3ZJdOgAv/yiJ8yOceJH3OvW1dEVoXDRRbp3fs6csJhlqAD/+5/OiPjMM3qwSbzTtatu0VaFqJl9+3TnbqSeplq21BNnVwbnnqsHRllggp74EfdQXDIBnE49Zdi8eSYFcGWyfz888IDOzR7M5A9WxG7XuWbmzo3+NJCBzlQruMoCrp8ffoiuHWHAiHtFGTBAi40FJ9StkojAXXfpTtT//Cd+BiuVh1GjtJvwnXeia4eVxL1BAx048f330bYkZOJD3EPNGFecXr308Grjmqkcxo2DadPgoYesIR7hpFMnPUfsa69F146sLKhVK/hc6lWN884zLfeYwO3Wo9vC1XKvUUP33M+ZY0arRppnnoEnn4RbboF//CPa1lRNRo3S/uFoztCUlaWjWqzyVHXeeXq07Z490bYkJKwv7jt3ahEOl7iDds389pvJEhlJ3nhDx7QPHQovvmgd4Qg3I0boQIFotd5FIhcpEy3OP18vY7z1HpK4K6VSlVIzlVLrlFJrlVIXKKVqK6W+UEqt9y9rhcvYoAhHjPuJ9O+vxaaqT3kWqzz3nJ58o2dPnafdbo+2RVWXWrV0x+rbb+v5Yyub33/X/SFWEvdOnfRvLp7FHXge+ExEWgMdgbXAWGChiLQAFvo/R48tW/SycePwHfO007RrZupUM4FHOBHRoxD//vdjkSChhq/GA6NGaYGdNavy6w4M+LGSuCcn6/OJ8U7VoMVdKVUTuBh4DUBECkUkGxgATPUXmwoMDM3EEFm+XAtEmzbhPe6NN2q/nMk1Ex7cbv2dBvKzz5ihJ2wwlM0ll+hc5tFwzQTEPTCTkVUIdKrGcL9aKC33NGAv8IZS6v+UUq8qpZKBBiKy019mF9CgpJ2VUjcrpZYrpZbvDSTjjwQ//KAfs5zO8B530CD9SBztSAUrkJurv88pU2D8eO1jN66Y8mOzwXXXwZdf6j6myuSnn3ToYM2alVtvpDn/fD1+IIazwIYi7g6gE/CyiJwDHOUEF4yICFDirU9EJotIFxHpUi9So888HsjMjExOisRE3Zk1a5ZOKWwIjgMHtG/9k090bvaHHzadp8EwdKhuZVb2FHyrVh1LlWslLDCYKRRx3w5sF5GAY2omWux3K6VOA/AvoxdPtGaNbhVGKuHQqFE6x3S0B5HEKjt36nzdy5fD++/rCTgMwXH22fr1/vuVV2d+vs7DYjWXDOhUwsnJ8SnuIrIL2KaUauVf1QNYA8wFRvrXjQSiN9on0CESKXFPT9ez4hjXTMXZulXnyN+0CT79VHegGkJj6FD45pvKc82sWaMTulmx5W63Q5cuMd2pGmq0zB3ANKXUKiAdeBx4EuiplFoPXOb/HB1++AFq19a5ryPFqFF6AEk0B5HEGuvX6yRse/fCF18cy9ltCI3Kds0EZiyyYssddKNw5Ur9hBKDhCTuIrLS7zfvICIDReSgiOwXkR4i0kJELhORA+EytsL88IO+QJH04Q4frv3vL74YuTqsxPr12hWTm6sjjS64INoWWYe2bXUI33vvVU59q1bpCToi2XiKJhkZOq1yjEbEWXeE6tGjeuRcpBP816qlW+9vvgnbtkW2rlhn40a49FId9rh4sXZpGcLL0KHw7bfHppaMJD/9pG8mVo1suvRSnV66Kk1nWAGsK+4rVugBRpUxe8t99+nH4aefjnxdscrmzbollJenZxCy0qCXqkRluWZErBspE8Dlgiuu0OIeg/Hu1hX3SHemFueMM3Sc8eTJsHt35OuLNXbu1MJ++LCeptCqPtqqQJs2OolXpF0zO3bo1NdWv5b9++tzjcHJO6wr7j/8AGlplTeDy9ix2j/33HOVU1+skJ2t0yTv2QPz5xtXTGUwdKiebyCSrpnAyFQrt9wB+vTRg8Ri0DVjbXGvjFZ7gJYt9SxBL71kBjUFyMvTLZ+1a/V0cJV5PeKZynDNBCJl2rePXB1Vgbp1oXt3I+5Vht27dcKwyhaTceMgJweefbZy662KeL1wzTW6c+/tt/UoVEPl0Lq17tOI5ICmVat02oHU1MjVUVXo31+HRG7dGtz+Bw7o0deHDoXVrLKwprgHRpVVtri3bw/DhumO1U2bKrfuqsa99+oJTZ5/3sx7Gg2uvFLfWCM1oOmnn6zvbw/Qv79efvRRxfbzevXE7i1bwl//Cn/608kds++8oyP7IoA1xX3xYt3T3blz5df91FM6NOxvf6v8uqsK//2v7nu48064445oWxOfBFwzkUgDHEg7YHV/e4CWLaFVq4q5Zg4cgG7d4OabdVqIe+7R+0+cqLeL6DxKI0bApEkRMRsRifqrc+fOElbatxfp0SO8x6wITz4pAiKffBI9G6LFF1+I2O0iffqIeDzRtia+adtW5A9/CP9xMzP17/u998J/7KrKvfeKOJ0ie/aUr/yYMSJKibz1lojPp18DBuhjLFsm8re/6e/wxhtD+p8Ay6UUXY26sEu4xX3nTn1aTz4ZvmNWlPx8kZYtRVq00O/jhbVrRWrWFGnXTuTQoWhbY3j4YS0wO3eG97ivv67/Y7/8Et7jVmXWrBGx2URGjy677N69IsnJIsOGHb9+/36Rpk1FEhP193fnnSJeb0hmnUrcreeWWbBAL6PZgedywQsv6KH2EyZEz47KZN8++OMf9bnPmwcpKdG2yBAp18xPP+mMiVZNO1ASbdrADTfoNCNl9ac9+6xOr3HipO61a+tJaJxOeOAB7aKxRU6ClVSBkVddunSR5cuXh+dgI0fCxx/ruOoIfnHlYvhwPZhk0SKdAdGqFBTAZZfBjz/qCSO6do22RYYAbdtCgwbhzY9yySV6TMfSpeE7Zizw++/QvPmxOWtLYv9+aNZMx8fPmFFyGY8HHI6wmKSUyhSRLiVts1bLXUS33Hv0iL6wA7zyip7+bNgwfbOxIiJw0006MmPqVCPsVY2hQ+Grr8IXNSOiwwLjpTO1OKefDqNHw7RppWeBnTgRjhw5udVenDAJe1lUAQUMI2vX6lF5VSWmOiVFxxofPAjXXqtDo6zGY4/BW2/BP/8JV18dbWsMJ3LNNVqQw5WOYOtWHa+dnh6e48UaY8Zo98rYsSeHNe7Yod2xQ4ZUidxJ1hL3L77Qy8sui64dxenYEf7zH23bI49E25rw8t57uoVy7bXw4IPRtsZQEq1bayF+993wHG/lSr2MV3FPTdW/9c8/h759j2WCDaTWcLv1PMBVAOuJe/Pm2udVlRg1Cm68Ef71L3j99WhbEx6WLdODMi68EF591cx7WpUZPlwn0tu4MfRjrVypXZ5WTztwKu66Sw/O+/JLHcN+zTU6f1L9+nrKyCrQagcribvbrb/squKSKY5S2v9+xRV6UMMnn0TbotDYvh0GDNA+yA8/1BEyhqpLwF02fXrox/rpJ2jRQk/SEa/YbHqAXlaW7mOaPl3P//vDD7oDu4pgHXFftkwP461KLpniOJ3a/96xo+7kitWJdwsKtE8xL0+HPNatG22LDGVxxhn6CSscrpmVK+PXJXMiaWnaHbN1q84dk5QUbYuOwzri/sEHWkCr8nycNWroMM0GDbSdkRgaHmnuukvfmKZM0bG/hthg+HBYvRp+/jn4Y2Rn6xhvI+7HUAqaNIm2FSViDXEvKNARGwMHVv0sdQ0b6rDBdu10C3j8eD1jVCzwxhs6b8yYMTB4cLStMVSEK6/UOY/eeSf4Y8RLDneLYA1xnztXJ+oZNSralpSPRo10/8D11+sImoEDtf1Vmc8/h1tv1WMIHn002tYYKkq9ero/6t13g58yLpDD3bTcYwJriPtrr+lHo6rqby+JxEQdOfPCC/DZZzqMatmyaFtVMnPmQL9+Oqxu+vRKG4RhCDMjRuh5DpYsCW7/lSt1REjDhmE1yxAZYl/ct27Vrcobboi9WdiV0ilxlyzRPfAXXaRb8pWc1P+UTJ+u3UfnnKOHsJsO1Nhl4EAd5fLWW8HtHxiZasJeY4LYF/cpU/Rj5vXXR9uS4Dn3XD2cefBg7YNv2lQPlNi7N7p2vfyy7ojr3l2PIahVK7r2GEKjenX9G3vvPd1PVRHcbt0ha1wyMUNsi7vPpzv5evTQYUmxTGqqTjS0fLl2Lz3+uD6nceMq3x8vom8uf/2rzvT46ac60scQ+1x7rY56+fjjiu33yy/6hmDEPWaIbXFfvBg2b46djtTy0LkzzJypW0n9+sETT2iRHz++ckTe7YY//1nnjPnzn/UgpXgesGI1evTQPvPSshqWRsBP36lT+G0yRITYFvd16+C002DQoGhbEn7atNGRDT/9pGPiH3lED0a5+24daxyJVM27d+unhtdfh4cegsmTTeep1XA49HD5efMq1liYM0fnb2/VKnK2GcJKbIv7bbfplntiYrQtiRwdOujW86pVesj/xIk6jXC9elr077lH//H27w+tnh9+0E8NP/6oU5o+8ojpOLMq112nn9DKmyny8GFYuFD//sxvImaIbXEHSEiItgWVQ/v2WnTXr9fhk4MG6XQLkybpKIi6dXUkw7hxehKF8qQXFtG5vkeO1JE6Tqfed/jwiJ+OIYqkp+scKOV1zXz2mZ6cY+DASFplCDPWm4kp3igo0K3tr7/WES3ffKOFvUYNnR3zjDN0gq/q1fXUaA4H7NqlZ5X5+Wft4klJ0YL+6KNQp060z8hQGUyYoHOSr1tXtqtlxAgdbrxrV+yFG1ucU83EZMTdamRn62RG336rxwBs3aonETh6VL9AC/jpp2vxHzpUh8eZTtP4YtcuPfDvzjvhmWdKL1dYqAcuDR5snXTVFuJU4m56y6xGaqpO8VrSrEg+n27VO52VbpahitGwoXazTJmiI6NK67f66is9qM64ZGKOkH3uSim7Uur/lFLz/J/TlFLfK6U2KKVmKKXixCkeA9hsRtgNx7jlFh0x88EHpZeZPVs/1VXFeRIMpyQcHap3AWuLfZ4APCcizYGDgIWC0A0GC5GRocMb//vfkreL6Eisyy+vcrnKDWUTkrgrpRoDfwRe9X9WQAYw019kKjAwlDoMBkOEsNn0zGDffANr1py8fdky3fFuXDIxSagt94nAfUAgIXkdIFtEPP7P24HTS9pRKXWzUmq5Umr53mjnUDEY4pXrr9euusmTj1+/c6eOoKpbV4+UNsQcQYu7UqovsEdEMoPZX0Qmi0gXEelSr169YM0wGAyhUL++zvr5xht6RLTPpztQe/fWies++QRq1462lYYgCCVapjvQXynVB0gEUoDngVSllMPfem8M/B66mQaDIWI88oh2ywwfDv/+t+5AXb1apyg499xoW2cIkqBb7iJyv4g0FpFmwDBgkYiMABYDV/qLjQTmhGylwWCIHC1b6pTTb7+tW+1Ll+oQySuuiLZlhhCIRPqBMcDflVIb0D741yJQh8FgCCc2mx6Jum6dTnExYkS0LTKESFgGMYnIl8CX/ve/AeeF47gGg6GSSUiA5s2jbYUhDMR+4jCDwWAwnIQRd4PBYLAgRtwNBoPBghhxNxgMBgtixN1gMBgsiBF3g8FgsCBG3A0Gg8GCGHE3GAwGC2LE3WAwGCyIEXeDwWCwIEbcDQaDwYIYcTcYDAYLYsTdYDAYLIgRd4PBYLAgRtwNBoPBghhxNxgMBgtixN1gMBgsiBF3g8FgsCBG3A0Gg8GCGHE3GAwGC2LE3WAwGCyIEXeDwWCwIEbcDQaDwYIYcTcYDAYLYsTdYDAYLIgRd4PBYLAgRtwNBoPBghhxNxgMBgtixN1gMBgsiBF3g8FgsCBG3A0Gg8GCGHE3GAwGCxK0uCulmiilFiul1iilViul7vKvr62U+kIptd6/rBU+cw0Gg8FQHkJpuXuAu0WkLdAVuE0p1RYYCywUkRbAQv9ng8FgMFQiQYu7iOwUkRX+9znAWuB0YAAw1V9sKjAwRBsNBoPBUEHC4nNXSjUDzgG+BxqIyE7/pl1Ag1L2uVkptVwptXzv3r3hMMNgMBgMfkIWd6VUdeADYLSIHC6+TUQEkJL2E5HJItJFRLrUq1cvVDMMBoPBUIyQxF0p5UQL+zQRmeVfvVspdZp/+2nAntBMNBgMBkNFCSVaRgGvAWtF5Nlim+YCI/3vRwJzgjfPYDAYrMtPP/1EXl5eRI4dSsu9O3AdkKGUWul/9QGeBHoqpdYDl/k/GwwGg8HPtm3bGDlyJOeccw4vvfRSROpwBLujiHwLqFI29wj2uAaDwWA1vF4vmzZtYvXq1Xz99de89NJLiAj33nsvo0aNikidQYu7wWAwGEpm48aNvPvuu2RlZbFu3Tp++eUX8vPzAVBKMWLECB599FGaNm0aMRuMuBsMBkMYEBE++eQTJk2axGeffYZSimbNmtGmTRt69OjB2WefTdu2bWnbti0pKSkRt8eIu8FgMITIoUOHuPHGG5k1axaNGjVi/Pjx3HTTTTRq1ChqNhlxNxgMhhBYsWIFQ4cOZcuWLfz73/9m9OjROJ3OaJtlxN1gMBiC5cMPP2TYsGHUr1+fr7/+mm7dukXbpCKMuBsMBkMQzJ49m6uuuoouXbrw0UcfUbdu3WibdBxG3A0Gg6GCzJkzh6FDh9K5c2c+++wzatasGW2TTsJM1mEwGAwV4OOPP2bo0KF06tSJ+fPnV0lhB9NyNxgMMcDWrVv5+OOP+fTTT9m+fTsFBQXk5+eTmppKq1ataN26NZ07d+YPf/gD1atXj5gdCxYsYMiQIXTo0KFKCzsYcTcYDFWYpUuXcvfdd7Ns2TIA0tLSOPvss0lMTMTlcrFv3z6WLl3K9OnTERGcTifdu3enX79+DB8+nIYNG4bNlm+//ZYBAwbQokUL5s+fT2pqatiOHRFEJOqvzp07i8FgMATYvn27jBgxQgBp1KiRPPXUU7J27Vrx+Xwllj969KgsWLBA7rvvPunYsaMAYrfbpW/fvjJ79mzxer0h2fPtt99KSkqKtGzZUnbt2hXSscIJsFxK0dWoC7sYcTcYDMX49NNPJTU1VRISEmTcuHGSk5NT4WOsXbtWxowZI6eddpoA0rJlS5k8ebLk5eVV+FhvvvmmJCQkSIsWLWTbtm0V3j+SGHE3GAxVHp/PJ0888YQopaRjx46yfv36kI/pdrtl+vTp0qlTJwGkQYMG8vjjj8vBgwfL3Nfr9cr9998vgGRkZMj+/ftDtifcGHE3GAxVmry8PLn66qsFkKuvvlqOHDkS1uP7fD5ZsGCBXHHFFQJI9erV5Y477pDFixeL2+0+yZZXX31V2rRpI4DcfPPNUlhYGFZ7wsWpxF3p7dGlS5cusnz58mibYTAYokB2djYDBw7kq6++4oknnmDMmDHouYAiw8qVK3nqqaf44IMPKCgooHbt2nTt2hURobCwkKysLHbv3k16ejpjx47lqquuiqg9oaCUyhSRLiVuM+JuMBiixY4dO+jVqxfr1q1j6tSpXHPNNZVW95EjR5g/fz5z5sxh1apVJCQkkJCQQMOGDbn11lvJyMiosqIewIi7wWCocqxbt45evXqxf/9+Zs2aRc+ePaNtUsxxKnE3ce7FKCwsZNasWcyYMQOXy0XDhg1p1KgRQ4cOJS0tLdrmGQyW4bvvvqNv3744HA6+/PJLOnfuHG2TLIcRdyAvL48JEybwyiuvsHv3bpo0aUJiYiK7du0iJyeHBx54gBtuuIEHHnggojOnGAzxwNy5cxk2bBinn3468+fP58wzz4y2SZYk7nPL7N69m4yMDB555BG6dOnCJ598wubNm/n11185fPgw27Zt45ZbbmHq1Km0aNGCRx55BI/HE22zDYaYQ0SYOHEigwYNol27dixdutQIeyQpLYymMl/RCoX8+eefpWnTppKUlCQzZ848ZdmtW7fK8OHDBZBu3brJb7/9VklWGk5FaSMWDVWLwsJCufnmmwWQQYMGhT3UMV7hFKGQMd9y//3334Pab8mSJXTv3p2CggK+/vprhgwZcsryTZo0Ydq0abzzzjtkZWXRsWNHpk2bFlTdhuDZt28fU6ZMYeTIkZxxxhkkJCTQuHFjunTpwvXXX8+KFSuibaLhBPbu3csVV1zB5MmTGTduHDNnziQ5OTnaZlmf0lS/Ml/BttyfeOIJSU1Nlc2bN1dov6VLl0r16tWlZcuWsnXr1grXu2nTJunevbsAct1118nhw4crfAxDxTh48KA88MADkpycLIDUq1dPhg4dKmPHjpUbbrhBevXqJTVq1BBALrvsMlm8eHFU7c3JyZGpU6fKs88+K0899ZT8+9//lqVLl8bdk8Z3330njRs3FpfLJW+++Wa0zbEcWHWE6oYNG6RGjRpywQUXlHsE2ffffy8pKSnSvHlz+f3334OqV0QPa3744YfFZrPJWWedJUuXLg36WFUJr9crS5YskRdffFFuvfVWueyyy6Rfv35y/fXXyz333CNz5syR3NzcSrPH4/HIs88+K6mpqQLIsGHDZMWKFSWKZHZ2tkyYMKEon8jdd99d6SMLN23aJH//+9+lZs2aApz0atOmjTz11FNy4MCBSrWrsvH5fPKf//xHnE6npKWlyYoVK6JtkiWxrLiLiEyfPl0AGTNmTJllv/nmG0lNTZW0tLSgWuwl8fXXX8sZZ5whSim59dZby5WzoiqyY8cOefTRR6Vp06ZFQlSzZk0577zzJD09XZo0aSIul0sASUpKkgEDBsgXX3wR0Zbor7/+WvSE1Lt3b1m5cmW59svLy5Pbb79dAOnatats2bIlYjYG8Pl8MnHiRHE6neJwOGTYsGGydOlSyc7OlsOHD8vevXvl1VdflW7dugkg9evXl2nTplmyJb9r1y7p16+fANK3b1/L38iiiaXFXUSKOmo+/fTTUsu88cYb4nQ6pUWLFhV245TF4cOHZfTo0WKz2aRhw4YydepU8Xg8Ya0jUuzbt09uv/12cTgcRQmS3nnnHdm6detJwlNQUCDz58+Xv/71r9KwYUMB5MILL5QFCxaEVaS8Xq+88MILkpSUJKmpqfL2228Hdfz33ntPatSoIXXq1Inok9WBAwdk4MCBAkj//v3LzByYmZkp5513ngDSs2dP2bBhQ8Rsq2zmzp0r9erVE5fLJRMnTgw51a7h1Fhe3HNzc6Vdu3ZSq1YteemllyQ/P79oW05Ojtxzzz1FvthItiKWL18uXbp0KXr8fv/996vsj7ugoECeeeYZSU1NFZvNJrfccov8+uuv5d4/Ly9PJk2aJI0aNRJAevXqJb/88kvIdm3dulV69OghgPTp0yck15mIbv03b95ckpKSZO7cuSHbdyJZWVmSlpYmDodDnnnmmXLfhDwej0yaNElq1Kgh1apVk+effz7ivxWfzxexOjZu3CiDBg0SQNLT0yUrKysi9RiOx/LiLiKyfv36okfeJk2ayLhx46Rnz56SkJAggNx+++2V4n/1er3y/vvvF2WUa9Omjbz88stVKvRr4cKF0rp16yJ3Ryh/xLy8PHnmmWckJSVFnE6njB07Nqj8216vV6ZMmSI1a9aU5ORkmTx5ctieBnbv3i3nnnuu2Gw2mTx5cliOKSKyaNEiqVmzpjRs2DDoJ4Nt27ZJnz59ip6C1qxZExbb8vLyZMGCBXL//fdLr169pG3btkUdzjVr1pS0tDTp1q2bjB49WmbMmBF0nvJdu3bJ2LFjJSEhQZKTk+Wxxx6TgoKCsJyDoWziQtxFdMvk888/lwsuuEAAadu2rdxzzz3y9ddfh+X4FcHj8chbb71VlEc6NTVVbr/99qhGTGzatEmGDRsmgJx55pkyb968sB17586dMnLkyKJIlueff/64J6hTsXTp0iI3Rffu3SPipsjJyZHevXsLIGPHjg25Bfv222+L0+mUtm3bhuzm8/l8MnXq1KKnqFGjRgXVJ7Rr1y6ZPHmy9OrVq6h/xG63yznnnCODBg2Su+66Sx566CG588475dprr5Xu3btLYmJiUR9Ly5Yt5fbbb5cPP/zwlE9MeXl5snDhQrn66qvF6XQWRY1t3749lK/BEARxI+4BfD6fZGdnh/WYweLz+WTJkiUybNiwoj9Ss2bNZPTo0fLRRx/JoUOHIm7D1q1b5S9/+Ys4nU5xuVzy8MMPRyzi5fvvv5dLL71UAGnatKk8/vjjsnr16pNuaDk5OTJjxgwZMGCAAHLaaafJ1KlTI+qacLvdcssttwggV155ZVDfgdvtljFjxgggl1xySVg70Pfs2SOjR4+WhIQEcblcMnLkSJk1a1apT30FBQWyZMkSefjhh6Vr166ilCq6cY8ePVrmzZtXZphuYWGhLF++XJ599lnp3bu3VKtWrUjsGzZsKJdffrkMGTJEhg8fLldffbW0a9dO7HZ7UYNl9OjRYXvaMFScU4m7yQpZiRw+fJg5c+bw7rvvsnjxYvLz87Hb7bRv35527drRrl07WrRoQaNGjWjUqBENGjTA5XIFVVdOTg7z5s3jgw8+4KOPPkJE+POf/8y4ceNo3LhxmM/seESEBQsWMH78eJYuXQpA8+bNadasGV6vF7fbTWZmJnl5eTRo0ICbbrqJMWPGRHTW+uK2Pfvss9x777106dKFt956i1atWpVr3927d3PNNdewePFi/vKXvzBx4sSgr8+p2LJlC4899hjvv/8+2dnZuFwu2rZtS2pqKqmpqRw5coQNGzawZcsWfD4fNpuNc889l169ejF48GDat28fdKragoICli9fTmZmJpmZmaxdu5bc3Fzy8/MREdq2bUt6ejqdOnWiV69eJCUlhfnsDRXBpPytguTn5/Pdd9+xcOFCMjMzycrKYvv27SeVS05OplatWtSuXZvU1FRq1apFamoqKSkp1KhRg6SkpKI79ZEjR9i4cSMbN25k3bp1FBQU0LBhQ4YOHcrdd98dlaRn27dvZ968eXz88cccOHAAu92OzWajXbt2DB06lAsvvBC73V7pds2ePZsbb7yR3NxcHnzwQe677z4SEhJKLOvxeHjnnXe4//77OXDgAK+88gojR46MuI1ut5tvv/2WuXPnsmHDBrKzszl48CBJSUm0aNGCs846i44dO5KRkUHt2rUjbo+h6lHp4q6U6gU8D9iBV0XkyVOVj0dxL4ns7Gw2bdrEjh072LFjB7t37+bgwYMcOHCAAwcOFP25s7OzycnJIScnB6/XW7R/QkICaWlpnHXWWbRt25YBAwbQrVs3bLaYzzIREXbv3s1dd93FjBkzaNWqFcOHD6dPnz506tSJ/Px8tm3bxnfffcfjjz/O+vXrSU9P54033iA9PT3aphsMQCWLu1LKDvwK9AS2Az8C14jImtL2CVbc891eCtw+lA1sSuGwKVwOW4mPpCLC/qOFHDxaSJ3qLmpVc6KUQkQ4lOdmb04BDruNagl2Ep12vD7B7fVR6PHhsCtcDjtOuyK30MvhPDeH8z3UTHLSKDWRagmlZ04u9Pg4mFvIgaOFuL0+bEphUwqfCB6f4PH6SHTaaVgzkdrVErDZSrbd7RXsNoVNUXR+IoLH40EphVIKm63kcw+UPZTn5mCumySnnWouO4kOO26vj3y3F49PcDlsJDrtOO02cvJ12cN5bmokOqiT7CIlyVGux32fT/CK4BPBabMVnZPXJ+w/WsCewwUUeAI3JUWyy07t5ARqV0vAYT/1jSi30EOhx0eyy4GzhLIiQr7bR57bi9N/3ew2hdvrw+31IUByggN7se953rx5/Otfj/Ljjz8gIiQmJpGfn1e0vV37Dtz/4D/o13+A/xoolIIEu+24a7HvSCG7D+dTM8lJ/RQXLoe9aNvRQi9en6CU/q16/L+tAo++/qnVnEXnIyLkFnrxiuCwKew2dVxdJ37XRws95OR7cHt92G0Kh/9mHjhnpRTJCXaquRw47YoCj77mhR4fut8NBMGmlH9//9JuO+578omQ7/aSX+ij0OslJclJrWoJJV4Ht9dHdq4bmwKX006C/1iBwxV69bkXuH0A2G0Ku1Lkub3k5LvJKfDgctionZxArWoJJDpLf7o7UuBh9+F83F4f1V0OaricOB0Kt1f/vwCcDpv/O4T8Qh/5Hq0dHp+v2H9R8Pr0/6xxrSRqJh3TiMN5Hg7nu6mVnEBygr3oWri9PnILvSTYbbgcthL/v4HrpIr9dws8XrJz3Rw4Wki9Gi7qVg/OvVfZ4n4BMF5ErvB/vh9ARJ4obZ9gxf2/X23kiU/XHbfOpvSfNylBi5TdphCE3YcLKPT4isq5HDbqJCdwILeQfLfvxENXiNRqThIddnwi+AS8Ph8er+D2+Sp0bKddUTMpAZfDhtOu8Pp/VDn5bnxyfLlEhx2X047DL1yF/j+yzwde/zWtlmCnusuBTSn2Hjn+/IPBblNUc9pxOW24/OcbuEG5vVJkw4k/qQSHjUSHrUjgTkWCQwuFApx2G0kJdqol2PF49Y2h+Pfpcuibsd1mw2FTeHzC4Tw3hd6yzzPZfxMPCJ3HJ3hzD5G3aQWFO3/FnlwLe0o9nKkNSWjUCqVOFjCHTVE90UGS087+o4Unfb91khNwe30cKfBQxmkDUCPRAQJHC08urxRUdzmKrme+20ue20tuobfkg1Ui1V0OEp12XA4bDrviUJ6b7Fx3WOuw2xROu77JBW46DpsiJ9/DkYLIpOBOTrCTWi2BfUcKKCh2bROdNlISnRwp8Jz0/ScU+826HDZyC73HlXPadeOg+PEeG9SOEecH5zKt7JmYTge2Ffu8HTi/BKNuBm4GOOOMM4KqqNtZdXmob1u/qOrWbV6hl6OFHvIKvUXCA9AgJVG3jpMT2H+kkF2H89l3pIA6yQk0rJlEvRouvD59F84r9OKwKRIcdhx2hdcnFHp0SyspwU5KkpMaLgeH8tz8np3HzkN5uD2CbjDpH53DrnDabdRwOaiVnEDtZC3aXp+2VSn9Y3XYbOQWeth1KJ9dhws4lOfWdXl92BXUTHKSkuT076uFO9Daznf78Pp8OO02Ehw2f4tLL33+1t+RAg8er4/6KYk0SEmkVjUnBR4fRws85Lu9JDhsRa3bQo9u0RR6fKQkOqmV7KSGy0lOgZv9Rwo5mFtIXrFWj02Bw67rC9jgtKuiVpjNf+PJd2t7q7scNEhxUa9GItUS7DokQ4SjBV4OHC1g/1F9oxUEBH093fpa2myKOskJ1E524bQrjhYcu85eEbxewWZT1Exy+m+2tqIbjscrOB1aGEC39HLyPeS5vbgcNpKcWuhTEh3USLyYagl2Cr0+8gq1gPr8UWU+EUQouoEX/+PWSU6gUWoSDVJcHM7zsPNQPrsO55NgV6QkOanuOva0IKLFyuW04bTbyHd7OXC0kOxcd5GIV0tw4LDpG7zXJxS4veT47faJUC3BTpLTTlKCg5RELfpOu62ovAg4/GIY+C0cLdCt+0Snbhi4/C1Zm7816RXB59M3bG/R0odC+f+zkOjU9TrsisP5Hg4e1b+LQCvc4/NRM8lJnWQXtZKdiOhWaoHbp79HdAPI5bAVvVAKr9eHV7Rw1kjU/6+CYk+9eYVeCv1POx6fD68PPF79BKf/2y4S7HaOFnjI8Z9n4HcJuoUdENTAORz7zxx7YnHYFQVuH79n57H9YB6H8tzUq+Gifg0XKYlODuYWsu9IAYfzPFRPdJCS6CTZZcft9T/VeLzkF+qbbr7HR7K/gVXN5Sh6AveJkJLo14VqCbQ7vWZQ+lcWUZuJSUQmA5NBt9yDOUb7xjVp3zgyX4zBYDDEMpHoafsdaFLsc2P/OoPBYDBUEpEQ9x+BFkqpNKVUAjAMmBuBegwGg8FQCmF3y4iIRyl1OzAfHQr5uoisDnc9BoPBYCidiPjcReQT4JNIHNtgMBgMZWNGtxgMBoMFMeJuMBgMFsSIu8FgMFgQI+4Gg8FgQapEVkil1F5gS5C71wX2hdGcWMCcc3xgzjk+COWcm4pIvZI2VAlxDwWl1PLScitYFXPO8YE55/ggUuds3DIGg8FgQYy4GwwGgwWxgrhPjrYBUcCcc3xgzjk+iMg5x7zP3WAwGAwnY4WWu8FgMBhOwIi7wWAwWJCYFnelVC+l1C9KqQ1KqbHRticSKKWaKKUWK6XWKKVWK6Xu8q+vrZT6Qim13r+sFW1bw4lSyq6U+j+l1Dz/5zSl1Pf+az3Dn07aMiilUpVSM5VS65RSa5VSF8TBNf6b/zedpZR6VymVaLXrrJR6XSm1RymVVWxdiddVaV7wn/sqpVSnUOqOWXH3T8T9ItAbaAtco5RqG12rIoIHuFtE2gJdgdv85zkWWCgiLYCF/s9W4i5gbbHPE4DnRKQ5cBAYFRWrIsfzwGci0hroiD53y15jpdTpwJ1AFxFph04PPgzrXecpQK8T1pV2XXsDLfyvm4GXQ6k4ZsUdOA/YICK/iUghMB0YEGWbwo6I7BSRFf73Oeg//enoc53qLzYVGBgVAyOAUqox8EfgVf9nBWQAM/1FrHa+NYGLgdcARKRQRLKx8DX24wCSlFIOoBqwE4tdZxH5GjhwwurSrusA4E3RLANSlVKnBVt3LIt7SRNxnx4lWyoFpVQz4Bzge6CBiOz0b9oFNIiWXRFgInAfEJgivg6QLSKBae6tdq3TgL3AG35X1KtKqWQsfI1F5HfgaWArWtQPAZlY+zoHKO26hlXTYlnc4wqlVHXgA2C0iBwuvk10PKslYlqVUn2BPSKSGW1bKhEH0Al4WUTOAY5yggvGStcYwO9nHoC+sTUCkjnZfWF5InldY1nc42YibqWUEy3s00Rkln/17sAjm3+5J1r2hZnuQH+l1Ga0qy0D7Y9O9T++g/Wu9XZgu4h87/88Ey32Vr3GAJcBm0Rkr4i4gVnoa2/l6xygtOsaVk2LZXGPi4m4/f7m14C1IvJssU1zgZH+9yOBOZVtWyQQkftFpLGINENf00UiMgJYDFzpL2aZ8wUQkV3ANqVUK/+qHsAaLHqN/WwFuiqlqvl/44Fztux1LkZp13Uu8Cd/1ExX4FAx903FEZGYfQF9gF+BjcAD0bYnQud4IfqxbRWw0v/qg/ZDLwTWAwuA2tG2NQLnfgkwz//+TOAHYAPwPuCKtn1hPtd0YLn/Os8Galn9GgOPAOuALOAtwGW16wy8i+5TcKOf0EaVdl0BhY4A3Aj8jI4kCrpuk37AYDAYLEgsu2UMBoPBUApG3A0Gg8GCGHE3GAwGC2LE3WAwGCyIEXeDwWCwIEbcDQaDwYIYcTcYDAYL8v8wtRaVM3Jb3AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CjhV/3XXXER0dTdWqValevTr79u0r1HZUCHi9MGECdOkC9eoFbz8xMfCPf9g27wsWBG8/4Sy3kjuEtGqmdJTc8ylhB0vTpk2ZPXt21vO33nqLgwcP0rZtW+DPYX/z4na78fv9Wc/Tss1fGR0dnfV7REREVrVMQWWPI/v+0vKZK/PU/Yfi3oEqpPnz4X//s0P0BtvAgX+W3rt21dJ7QeVWcgdbtRYo0AWbltzzcNVVV5GWlsa4ceOyXjtx4kSO615xxRV8+KEdHHPJkiVUrVqVChUqULdu3awqk9WrV7Nt27Y891mpUiUqVaqUNSlI5jbPVN26dVm1ahUAs2bNyno9Pj6eY8eOFWhbqgR55x2oWdMO0xtsUVH2puqqVfDJJ8HfX7jJLLnnlNxDWHLX5J4HYwxz585l6dKl1KtXj3bt2tG/f39eyGF2ldGjR7Nq1SouvPBCRo4cyZQpUwC48cYbOXToEE2bNuXNN9+kUaNG+e73vffeY/jw4bRs2RIp4A2YRx55hHHjxtGqVSsOZpYggL/85S8kJiaedENVlRLbtsGXX9r6cHeILrb79oVGjWySz3blqc5ATiX36tXtl2YIk7spaPIIhrZt28rKUwa0X79+PRdccIFDEalMeh5KgCeesNUkO3ZArVqh2++0aXDHHfDRR3aAMXVm/vpXmDwZjhw5+fXzzoN27aAYJ+4xxqwSkbY5LdOSu1IlmddrE0W3bqFN7GDHRGnYEJ57Ttu9F0T2cWWyC3FHJk3uSpVkX30Fe/fCXXeFft8REbbX6urVNg51ZrKPK5NdnTohHYJAk7tSJdl779lSYChupOakb197xfCvfzmz/9Ior5L7nj32aiwENLkrVVIlJcGnn9p676goZ2KIirKjT377rY4YeabyKrn7/bZJawhocleqpJo2DTIybLtzJ919ty2JPvecs3GUFnmV3CFk9e6a3JUqqd57z05+3aKFs3GUL29na/r88+IfBiTcZGTAsWO5l9xBk3tJlN8wuXPnziUxMTGEEamw9csv8PPPzpfaMw0bBvHxdix5lbucOjBlql3b/tTkXvpoclfFZvJkiIyE2293OhKrUiU7JPDMmbB9u9PRlFyZHZhyqpaJi7OTZoeoxYwm93w8++yzNGrUiMsvv5yNGzcCMGHCBC666CJatGjBjTfeyIkTJ/jvf//Lp59+yogRI2jZsiVbtmzJcT2l8uXxwIcf2pmWcioBOuXBB8HlsvO3qpzlVXKHkLZ1LxUDhz344IP5Dp9bUC1btuTVfAYky5ycY82aNXi9Xlq3bk2bNm3o3bs3gwPDrv7jH/9g4sSJ3H///fTs2ZPu3bvTJ9Cbr1KlSjmup1SevvgCDhyA/v2djuRkNWvappH/+Y8dliCn0mlZl9OIkNnVqWN7GoeAltzzsGzZMm644QbKly9PhQoV6BmYs/K3337jiiuuoHnz5nz44YesW7cux/ef6XpKnWTqVDvbUteuTkdyukcesbMMhWJ0ytIop3FlsitJJXdjzCSgO7BfRJoFXksAZgJ1ge3AzSJy2BhjgNeAbsAJYICIrC5qkPmVsENtwIABzJ07lxYtWjB58mSWLFlSpPWUynLoEHz2mZ2wuiROnNKkCfToAW+8YRN9+fJOR1SynEm1THKybVETHx/UUM6k5D4ZOLUIMRJYJCINgUWB5wDXAg0DjyHAOEqxDh06MHfuXFJTUzl27BifffYZAMeOHaNGjRp4PJ6ThuQ9dVjd3NZTKlczZtjmdCWtSia7xx6zJdTJk52OpOQ5eBBiY+2kJznJPq57kOWb3EXkW+DQKS/3AqYEfp8CXJ/t9aliLQcqGWNqFFOsIde6dWtuueUWWrRowbXXXps1A9OYMWO4+OKLueyyyzj//POz1r/11lt58cUXadWqFVu2bMl1PaVyNWUKNG8esgkdCuXSS+Hii+0kOjoc8Mly68CUKZTNIUUk3we2+uW3bM+Ts/1uMp8D84DLsy1bBLTNZZtDgJXAyjp16sipEhMTT3tNhZ6ehxBav14ERF56yelI8jdzpo3100+djqRk6dZNpHXr3Jfv3Gn/bu++Wyy7A1ZKLnm7yDdUAzso8HigIjJeRNqKSNtq1aoVNQylSr+pU21Tw5LStj0vvXvbKgZtFnmypKS8m6/WqGHH69m8OeihFDa578usbgn83B94fQ9QO9t6tQKvKaXy4vPZ5N6li00AJZ3bDQ88AEuW2CGBlZVftYzbbW9K//JL0EMpbHL/FMi849Mf+CTb6/2M1R44IiJ7Cxuc6AQBjtK/fwgtXGiHg3Vi3PbCuvtu2+vylVecjqTkyG1EyOxatIC1a4MeSr7J3RgzHfgBaGyM2W2MGQQ8D3Q2xvwOdAo8B/gc2ApsBiYAwwobWExMDElJSZpgHCIiJCUlEZPbXX9VvCZNskmhRw+nIzlzFSvaBD9jhv1iKuu8XtvMMb/OXS1awB9/wP79ea9XRPm2cxeR23JZdHUO6wowvKhBAdSqVYvdu3dz4MCB4ticKoSYmBhqhXpqt7IoKQk++cS2bY+OdjqagnngAXjtNRg3Dp55xulonHUo0KjwTEruYKtmOncOWjgldviByMhI6tWr53QYSgVfSRm3vTDq1bPzu06cCKNGlcyOV6GSmdwTEvJeL0TJXYcfUMppkyZB69bOj9teWPfea6sZ5s51OhJnJSfbn5Ur571elSp2nJ4g31TV5K6Uk37+2U6AUZpupJ6qa1c491x45x2nI3FWZnKvVCn/dS+8UJO7UmHtvfdsPfttud3aKgUiImDIEFi8GALDYpdJBUnuLVrA+vWQnh60cDS5K+WU1FT44AO44Yb862lLukGDbH37u+86HYlzCprcvV6b4INEk7tSTpk9Gw4fhsCY/6XaWWfZXquTJ9svrbLoyBH780yTOwS1akaTu1JOmTABGjSAjh2djqR4DB1qv6xmznQ6EmckJ9urlzPpG9KwoV0viJ2ZNLkr5YQNG+Dbb20nIFeY/BteeSVccIFt814WJSfbUrsx+a/rdkOzZlpyVyrsTJhg/8EHDHA6kuJjDAwbBj/9BCtXOh1N6GUm9zPVooVN7kHqha/JXalQS0+347b36mXrqsPJnXfaySrKYum9MMn94EHYW+jht/KkyV2pUJszxw45MGSI05EUv4oV7STa06bZ+veypDDJHYJWNaPJXalQGz8e6taFTp2cjiQ47r0X0tLK3jR8BU3uzZvbn5rclQoD69fDN9/Y5o/hciP1VC1a2Kn4xo0rW9PwHTlSsOReubLtvBakwfnC9NOlVAn11lt2Jp5waNuel2HD4PffYdEipyMJneRkWy1VENOm2WqsINDkrlSoHD1qb6TeeiuE+9SSffrYAbLGj3c6ktBIT7edtwpScg8yTe5Khcr778Px4zC8WKY8KNmio6FfPztOfVmYk6EgvVNDRJO7UqEgAm++CRddBO3aOR1NaAwaBB6PHT8n3BVkXJkQ0eSuVCgsXmx7pd53n9ORhE7TpnDxxXYij3CfLlOTu1Jl1Jtv2rk1b77Z6UhCa9AgWLcOfvzR6UiCS5O7UmXQ5s227nnIkDMbVCqc3HILlC9vS+/hTOvclSqDXnnFjhZYlqpkMlWoYK9WZsywN5PDVWbJvaBNIYNIk7tSwXTwoJ1t6c47oUYNp6NxxqBBNrF/9JHTkQSPVssoVca89ZZt//zww05H4pzLLoNGjeyXXLhKTrbTDcbGOh1JliIld2PMQ8aYdcaY34wx040xMcaYesaYH40xm40xM40xUcUVrFKlyokT9kZq9+52nPOyyhg7tPGyZfb+QzgqyFjuIVLo5G6MqQk8ALQVkWZABHAr8ALwiog0AA4Dg4ojUKVKnSlTbLXMiBFOR+K8fv3sWDpTpjgdSXAUdNCwEChqtYwbKGeMcQPlgb3AVcCswPIpwPVF3IdSpY/XCy+/bDssXXGF09E4r2ZNuOYam9x9PqejKX7hlNxFZA/wErATm9SPAKuAZBHxBlbbDdTM6f3GmCHGmJXGmJUHykL3ZFW2TJ0KW7bAE0+UqEt1Rw0YALt22Q5d4aagI0KGQFGqZSoDvYB6wDlALND1TN8vIuNFpK2ItK0W7oMoqbIlPR3++U871EDPnk5HU3L06mUTYDiO816YESGDrCjVMp2AbSJyQEQ8wMfAZUClQDUNQC1gTxFjVKp0mTgRdu6EZ57RUnt2MTFw++3w8cd/Nh0MF+FULYOtjmlvjClvjDHA1UAi8A3QJ7BOf+CTooWoVCmSmmqT+hVXQOfOTkdT8gwYYGdpmjnT6UiKVzgldxH5EXvjdDXwa2Bb44HHgL8ZYzYDVYAw73esVDbjxtkJj7XUnrO2be2AYuHUasbjgZSUEpfc3fmvkjsRGQWMOuXlrUAZGdNUqWyOHIHnnrMl9g4dnI6mZDIGBg6ERx6BjRuhcWOnIyq6EjiuDGgPVaWKz+jRkJQEL7zgdCQl2x132N6c4VJ6L4FDD4Amd6WKR2IivPGGHfmxVSunoynZzj4brr3WNhcNhzbvmSX3MGoto5QCOxHFAw/YERCfecbpaEqHAQNgzx74+munIyk6LbkrFabmzIFFi2DMGDshh8pf9+6QkBAebd41uSsVhlJS4G9/g+bN4Z57nI6m9IiOtnXvc+aU/jbvmtyVCkNPPQU7dtihfd1FanxW9gwYYHvzzpjhdCRFo8ldqTCzYgW8+ioMHaqDgxVGq1b2iqe0t5pJTrYjXsbFOR3JSTS5K1UYHo+dYejss+H5552OpnQyBvr3h+XLbZv30ipzXBlXyUqnJSsapUqLf/8bfv3V9kgtYU3gSpVwaPN+5EiJ/AxocleqoNavh6efhptu0lEfi+rss6FLF3j//dLb5r0EjisDmtyVKhiv194IjI+3nZZU0Q0YALt3wzffOB1J4WhyVyoMvPwy/PSTnRv1rLOcjiY89OhRusd51+SuVCmXmGibPvbuDbfc4nQ04SMmBm691Y7zfvSo09EUnCZ3pUoxj8eOZhgfD2+/rcP5Frf+/e1Y+LNm5b9uSaPJXalS7IknbHXM229rdUwwXHyxHf63tFXNeL1w7Jgmd6VKpY8/hpdegmHD4OabnY4mPBkD/frBsmWwbZvT0Zy5zGokbQqpVCmzaZNtzdGuHYwd63Q04a1vX/vzgw+cjaMgSuhEHaDJXancHT0KffpAVBR89JEd7EoFT5068Je/2HHeRZyO5sx8+aX9efbZzsaRA03uSuXkyBHbuWb9epg2zSYeFXz9+8PmzfDDD05Hkr916+yIoJ06wTXXOB3NaTS5K3Wq5GT7z7pyJfzf/5XIf9yw1bs3lC9vS+8l2YkTtjlsfLztXVvCxpUBTe5KnezQIZvMf/4ZZs+GG25wOqKyJT7eJviZMyEtzelocvfgg7bk/sEHJbJKBjS5K/WnnTvh8sth7Vqb2HXcGGf062evnubNczqSnC1ZAhMmwMiR0Lmz09HkSpO7UgC//QaXXmrn9fzyS9slXjnjqqugZs2SO1Lk2LFQrRqMGuV0JHkqUnI3xlQyxswyxmwwxqw3xlxijEkwxiw0xvwe+Fm5uIJVKig+/thOtuH323bWV17pdERlW0SEbRb5xRewf7/T0Zzs99/tFcW999phE0qwopbcXwMWiMj5QAtgPTASWCQiDYFFgedKlTzJyXDnnXDjjVC/Pvz3v3DhhU5HpcCeF58Ppk93OpKTvf46REba5F7CFTq5G2MqAh2AiQAikiEiyUAvIPN6agpwfdFCVKoYidg69dGjoVkzmzxGjbKzAdWt63R0KlPTptCmTclqNZOcDO+9B7fdVmJvomZXlBl96wEHgPeMMS2AVcBfgbNEZG9gnT+AHAfiMMYMAYYA1NE2xCqYduyw1S3LlsHXX8PWrba7e4cOMHcutG3rdIQqJ/36wV//au+HNGvmdDTwn/9ASoptKVMKGClkTzBjTFtgOXCZiPxojHkNOArcLyKVsq13WETyrHdv27atrFy5slBxKHWSEyfs9HcrV8L338N338GuXXZZxYq2NUyvXrYljA4AVrIdOADnnAMPPWSnNXSS1wvnnWer70rQpCLGmFUikmPppCgl993AbhH5MfB8FrZ+fZ8xpoaI7DXG1ABK2B0RFTb8fjvG+vff2/ryn36yY8H4/Xb5OefYZD5ihL1h2ry5vVmnSodq1aBbN9uW/LnnnD13s2bZprKvv+5cDAVU6OQuIn8YY3YZYxqLyEbgaiAx8OgPPB/4+UmxRKoUwJYttqni4sW2vXFSkn29enVo3972GmzZElq1skMG6LjrpVu/fvDpp7BokXM9hf1+eOYZaNKkVDWRLUrJHeB+4ENjTBSwFRiIvUn7f8aYQcAOQMdIVYUnAitW2E5Fn31mx3oBm7h79ICOHW3pvH59TeThqHt3qFzZtnl3KrnPnWt7o374YYkcZiA3ha5zL05a565Os2GDHbNjxgx7A9Tttu3Pe/SA666z9Z+azMuGYcPsJB5//AEVKoR23yK21c7x47ZgUcKq9fKqcy89X0Mq/KWn22TesSNccAE8/7xN4pMm2ZtrX39tW080aKCJvSzp18+5Kfjmz7fjDD3xRIlL7PnRkrty3p498M47MH687ZFYrx4MGWInySgF7YlVkInA+efbz8LSpaHdb/v29jO5aZPtvFTCBKu1jFKFl5EBn39uO6l8+qm9adW9u70Ev+aaUlW3qYIscwq+f/zDTsFXr15o9vvVV7YF1rvvlsjEnh/9D1Khk54OCxbA0KG2meINN9gmjA89ZCdo+PRT6NpVE7s63Z132iT//vuh2Z+I/TI591w7gUgppCV3FVwitmfohAnwySd2pvjYWHtjtF8/O2SqWz+GKh/Zp+B78sng33OZO9d2hJs0qdROr6j/Var4icAvv9hS+pQptuVLxYq2DfoNN9ghXUv4iHqqBOrXz96H+e9/4bLLgrcfn8+W2hs3tlcMpZQmd1U8/vjDtmb56iv72LfPvt6+vR1s6eab7fRpShXWjTf+2SwymMl9+nTb83nmzFJ9VamtZVTBpaXZ8VtWrLCPn36y/wwAVavaCYO7dLE3Rs85x9lYVXgZMsReDW7cGJxRPD0e2zInPh5Wry7x93+0tYwqmqNHbffvr76CH3+0id3rtcuqVoWLLrKXr9dcY7v+l/B/CFWKjRplx5p5/PHgjPU+dartNPfZZ6X+c6wld3W6lBRbr/ntt3b8luXLbTKPj4eLL7ZD5LZpY5O6jt+iQu2pp2DMGPu5vPji4tuu3287z8XGwqpVpeJzrSV3lb+DB21rltmzbd25x2N75LVqZUdV7NoVLrmkVLb3VWFmxAjb4e3hh21LrOJKwp98YjsrzZhRKhJ7fjS5l2XJyTBnjv0wL1pkWwnUqwcPPGCrWC65xJbWlSpJ4uPh6afhnnvs57d376JvUwReeMF+/m+8sejbKwE0uZc1KSm2PnH6dDsBscdjR1R89FG46SZbZx4GpRYV5u66y46t/uCDdlTQ6tWLtr1ly+z9pLfeKtUtZLILj6NQecscNnf8eFtKT0mBmjXhvvvsfJBt22pCV6WL221bzVx+uS1pf/110TobvfCCnRxk4MDii9Fhpft2sMqb12tbFrRqZW88zZgBt95qb5Lu3Aljx9qboprYVWnUpo1t8/7dd7b9e2Ebh/z6qx3n6P77oVy5Yg3RSeGT3DNvCGY20SvLPB5bSm/UyDZR9Plg3Dj43//sJL9XXlnqm3kpBdhez08+aYcJeOWVgr9fxN5jqlgRhg8v/vgcVPr/w3/9FQYPhtq14frroU8f28mmrFqyxNab33OPvcz85BM7FMDQoaGf6ECpUBg92lbNPPywvdFakBL85Mn2f+bFFyEhIUgBOqN0J/epU+HCC+30V/362bavn3xim+0dOeJ0dKG1Ywf07WsHVzpxwv4dli+Hnj21lK7Cm8sF06bZHDBqlC3seTx2aryxY+2kL5mTpme3f7/9QrjiChg0KPRxB5uIOP5o06aNFMr+/SLPPy9y8OCfr334oYjbLdKq1cmvh6vt20WGDBGJjBSJihJ58kmREyecjkqp0PP7Rf7xDxEQiY+3PzMf995rl2d3++32fyYx0Zl4iwGwUnLJq44ndilKcs/N55+LREeLdOggkpZWvNsuKQ4fFnnwQftFFhUlMmyYyM6dTkellPPef1+kb1+RCRNEduwQefRRm+pGjrTLDx0SGTXKvjZ6tKOhFlXZS+4iItOm2cO7887Tv7FLM59PZOJEkerVRYwRGTxYZNcup6NSquTy+0WGDrX54NprRWJj7e+9epX6wl9eyT1827nfdhts2WLvpDdsaH+WditX2jv6P/0El15qOyG1bu10VEqVbMbYzknHj9thfG+/3da1N2/udGRBFb7JHeDvf7fTtz31lB1v/JlnoHJlp6MquH377I2i8ePhrLPsjeS+fbV9ulJnyuWy/zdvv11mhtQocjMKY0yEMeZnY8y8wPN6xpgfjTGbjTEzjTFRRQ+z0MHZhPjAA/DOO3ZmlcmTS09b+MREuPtuO4/jf/5ju1pv3PjnfJJKqTNnTJlJ7FA8TSH/CqzP9vwF4BURaQAcBpxtYxQVBa+9ZofwbNDAdi+uVcsmyhUrCt+rLVhE7CBe3bpB06a2mefAgTbRjx2rbdWVUmekSMndGFMLuA74T+C5Aa4CZgVWmQJcX5R9FJuWLW035TlzbH31uHHQrh106ADffON0dHY4gLfesnXonTrZL6Onn4Zdu2ysjRo5HaFSqhQpap37q8CjQOa1ThUgWUQy6z12AzVzeqMxZggwBKBOnTpFDOMMuVy2F+v118Phw3bcleeftxM2d+xoe3V26xb80vGRI7B+ve1k8dtvsHQp/PyzXdasma2CueMOnURaKVVohZ6JyRjTHegmIsOMMR2BR4ABwPJAlQzGmNrAFyLSLK9tOToTU1qarZd//nnYu9dW41x9tS3Rt2xpH2edVbg67rQ0m8RXrrQl8XXr7GQA+/f/uU758nYApB49bG/Sxo2L68iUUmEuWDMxXQb0NMZ0A2KACsBrQCVjjDtQeq8F7CnCPoIvJsbecB0+HH74AebOhU8/tc0MM5Uvb4fIrVnTjtdSqZJ9ZA4xagwcO2aT9oEDtmXOnj1w6NCf26hUyTa96tnTNs1s3Ng+r1tXhwdQShW7YplDNbPkLiLdjTEfAbNFZIYx5h1grYi8ndf7S+QcqsnJsGaNfezYYUdU3LMHkpLsssOH7fgVmR2c4+LshAHVqtmSfuaXQYMGdrz0+vW1hYtSqliFeg7Vx4AZxphngJ+BiUHYR/BVqmTr4Tt2dDgQpZQquGJJ7iKyBFgS+H0r0K44tquUUqpwtLJXKaXCkCZ3pZQKQ5rclVIqDGlyV0qpMKTJXSmlwpAmd6WUCkOa3JVSKgxpcldKqTCkyV0ppcKQJnellApDmtyVUioMlerkvn//fh577DG8pWVOVKWUCpFSndyXLl3Kv//9b0aNGuV0KEopVaKU6uR+0003cffdd/Pcc8/x9ddfOx2OUkqVGKU6uQO89tprNGnShL59+/LHH384HY5SSpUIpT65ly9fnpkzZ3L06FH69u2Lz+dzOiSllHJcqU/uAE2bNuWNN95g0aJF3HDDDaSkpDgdklJKOSoskjvAoEGDePPNN5k/fz4dO3bUKhqlVIk3cuRIFixYEJRth01yBxg+fDhz584lMTGR9u3bs2jRIqdDUkqpHO3du5cXXniBn3/+OSjbD6vkDtCjRw++/fZbXC4XnTp14oYbbmDLli1Oh6WUUif54osvALjuuuuCsv2wS+4Abdq0ITExkX/9618sXLiQJk2aMGbMGDwej9OhKaUUAPPnz6dWrVo0b948KNsPy+QOEBMTw+OPP86mTZvo3bs3Tz31FG3btmXVqlVOh6ZCyO/3s2HDBkTE6VCUypKRkcHChQvp1q0bxpig7KPQyd0YU9sY840xJtEYs84Y89fA6wnGmIXGmN8DPysXX7gFd8455zB9+nQ++eQTDhw4wMUXX8zEiROdDEmFiIgwbNgwLrjgAho2bMiYMWPYsWOH02EpxbJlyzh27FjQqmSgaCV3L/CwiDQB2gPDjTFNgJHAIhFpCCwKPHdcz549SUxMpHPnztx999288847Toekguzf//437777LrfffjvnnnsuTz31FI0aNdKrN+W4+fPnEx0dzdVXXx28nYhIsTyAT4DOwEagRuC1GsDG/N7bpk0bCZW0tDTp3r27APLGG2+EbL8qtGbMmCGA3HrrreLz+UREZOvWrVK9enXp0KGD+P1+hyNUZVmjRo2kS5cuRd4OsFJyyavFUudujKkLtAJ+BM4Skb2BRX8AZxXHPopLdHQ0s2fPplevXtx///1MnTrV6ZBUMVu5ciX9+/fniiuuYPLkybhc9mNer149nn76ab799lvmzp3rbJCqzNq8eTObNm0KapUMUPSSOxAHrAJ6B54nn7L8cC7vGwKsBFbWqVOnyN9gBZWRkSEdO3aU8uXLy7p160K+fxU83bt3l6pVq8rBgwdPW+bxeKRp06Zy3nnnSXp6ugPRqbLu1VdfFUC2bNlS5G0RrJK7MSYSmA18KCIfB17eZ4ypEVheA9ify5fKeBFpKyJtq1WrVpQwCiUyMpJp06YRFxfHzTffzIkTJ0Iegyp+GzduZN68eQwfPpwqVaqcttztdvPyyy+zZcsW3nrrLQciVGXd/PnzOf/886lfv35Q91OU1jIGmAisF5Gx2RZ9CvQP/N4fWxdfItWoUYMPPviAxMRE7r//fqfDUcXglVdeITo6mmHDhuW6TpcuXejatStPP/00hw4dCmF0qqxLSUlh6dKlwa+SoWitZS4D7gSuMsasCTy6Ac8DnY0xvwOdAs9LrM6dO/P3v/+dSZMmMWPGDKfDUUVw8OBBpkyZwp133kn16tXzXPe5554jOTmZ999/P0TRKWUnGMrIyKBLly5B35eREtC5o23btrJy5UrH9u/1ern88svZunUr69evz/FyXpV8zzzzDE8++STr1q2jSZMm+a7frl070tLS+OWXX4LWkUSp7B566CHGjRvH4cOHKVeuXJG3Z4xZJSJtc1oWtj1UC8LtdjN+/HgOHz7MI4884nQ4qhDS0tJ48803ufbaa88osQPcdddd/Prrr9ruXYXMwoUL6dChQ7Ek9vxocg+48MILGTFiBJMnT9bRJEuhGTNmsG/fPv72t7+d8Xtuu+02YmJimDRpUhAjU8ras2cP69ato3PnziHZnyb3bJ588kkaNGjAPffcQ2pqqtPhqAJ49913ueCCCwrU469ixYr06dOHadOm6flWQZc5z/M111wTkv1pcs+mXLlyjB8/ni1btjBmzBinw1FnaO3atSxfvpzBgwcXuO580KBBHDlyhI8//jj/lZUqgoULF1K9evWgjQJ5Kk3up/jLX/5Cv379eOmll1i/fr3T4agzMGHCBKKioujXr1+B39uhQwfq16+vg8mpoPL7/SxcuJBOnTpl9ZgONk3uOXjxxReJi4tj2LBhOlRsCXfixAnef/99+vTpU6hWTi6Xi4EDB/LNN9+wdevWIESoFPz666/s378/ZFUyoMk9R9WrV+e5555jyZIlTJs2zelwVB5mzZrFkSNHGDJkSKG3MWDAAIwxTJ48ufgCUyqbhQsXAtCpU6eQ7VPbuefC7/dzySWXsH37djZu3EilSpWcDilovF4vK1as4NdffyUxMZFNmzZx/PhxMjIy8Hg8VKtWjXPPPZdzzz2XNm3acPnllxMbG+t02ABcfvnlHDhwgA0bNhSprXqXLl3YsGED27ZtC9llsyo7rrnmmqzWMsUpr3bu7mLdUxhxuVy88847tG3blscee4x3333X6ZCKlcfj4bPPPmPOnDnMnz+fw4cPAxAbG0ujRo2oVKkS5cuXJyIign379rFq1SoOHjwI2HF52rVrR7du3ejTpw+NGjVy5BjWrVvH999/z4svvljkTkgDBw7ktttu45tvvgnuGNuqzElNTWXZsmUMHTo0tDvObUSxUD5COZ57QY0YMUIAWbhwodOhFIujR4/K2LFjpXbt2gJIQkKC9OvXTz766CPZvn171tjnub13wYIF8thjj0nbtm0FEECaNWsmjz/+uCxZsiSkIy0OHjxYoqKiZP/+/UXe1okTJ6RixYrSt2/fYohMqT99/PHHQcsh5DEqpFbL5CM1NZVWrVqRmprKb7/9Rnx8vNMhFYrP52PcuHE8+eSTJCcn06FDBx555BGuvfZa3O7CXcDt2rWLOXPmMHv2bL7//nt8Ph9xcXG0atWKBg0acN5553H22WcTFxdHXFwcNWrUoEGDBlSoUKHIx7N161YaN27M0KFDeeONN4q8PYB7772XKVOmsHfvXipWrFgs21Sqb9++LFiwgL179xIZGVms286rWsbxUruU8JK7iMh///tfcblccs899zgdSqGsWLFC2rRpI4B06tRJfvzxx2LfR3JyssyZM0eGDRsmHTp0kHPOOSerZH/qo3r16tKnTx/59ttvCz0jUv/+/SUmJkb+97//Fdsx/PjjjwLI+PHji22bmZYvXy7/+te/pG/fvtKmTRu54447ZP369cW+H1WypKWlSYUKFeSuu+4KyvbJo+TueGKXUpDcRUQeeeQRAeTLL790OpQz5vV6ZfTo0eJyueTss8+WGTNmhHR6uePHj8vOnTtl3bp1snz5cpk9e7Y8//zzMnDgQElISBBAWrduLXPnzi3QdtevXy8ul0v+9re/FWu8fr9fLrjgArn00kuLbZs+n0/++c9/ijFGAKldu7ZcffXVEhsbKy6XS+644w7ZunVrse0vL7///rvMmzdPUlJSQrI/JTJ//nwBZP78+UHZvib3YnDixAlp0qSJJCQkyKZNm5wOJ1/79++Xzp07CyB33nmnJCcnOx3SSVJSUuTdd9+V888/XwAZMmSInDhx4ozee+utt0psbKzs27ev2OP697//LUCxlKqTk5OlZ8+eAkjfvn3l8OHDWcv2798vjz76qJQvX16qVq0qv/zyS5H3l5MDBw7IqFGjpHnz5llXThUrVpThw4cHbZ/qT3fddZdUqFBB0tLSgrJ9Te7FZPPmzVK1alVp2LBhjlO4lRQ//vij1KxZU6Kjo2XChAklejLojIwMGTlyZNaN2fymPFy7dq0YY+Txxx8PSjx//PGHREdHy6BBg4q0naSkJGnSpIm43W55/fXXcz0HmzZtklq1aklCQoKsXr26SPs81caNG6V+/fpijJEOHTrIq6++Kp9//rncfvvtEh0dLcaYoFRBKSsjI0MSEhLkjjvuCNo+NLkXo++++06ioqKkQ4cOQfs2LoqZM2dKTEyM1K1bt9iTRTB9+eWXUr16dYmJiZG33347x2S4YcMGqVevnlSqVEmSkpKCFst9990nbrdbtm/fXqj3p6WlSYcOHSQqKkoWLVqU7/pbtmyROnXqSOXKlWXFihWF2uepvv/+e6lSpYpUq1ZNli9fftrygwcPSteuXQWQN998s1j2qU62cOFCAWTOnDlB24cm92I2bdo0AaRz587FekOvKPx+vzz99NMCyGWXXVYszQNDbe/evVkJp2fPnidVu3z33XeSkJAg1atXL7YEmJudO3dKZGSk3HvvvQV+r9/vl759+wog06ZNO+P3bdu2TerWrStVqlSRDRs2FHi/2c2bN09iYmKkQYMGsnnz5lzXS0tLkx49egggY8eOLdI+1emGDh0qsbGxZ1zdWBia3INgwoQJEhMTI1WqVJGPP/443/UPHz4sP/zwg0yfPl2ef/55eeaZZ2Tq1KmydOlSOXDgQJFiOXLkiNx4441Z9esl8YriTPl8PnnllVckKipKAKlZs6ZceeWVEhMTIw0bNiyWGePPxJAhQyQqKkp2795doPeNGjVKAHnmmWcKvM/NmzdLtWrVpG7durJ3794Cv19EZPHixRIdHS1t2rQ5o89Venp61mfnvffeK9Q+1em8Xq+cddZZctNNNwV1P5rcg2T9+vXSunVrAeTyyy+Xxx9/XObNmyfLli2TGTNmyNixY2XgwIFZNw1ze0REREjXrl3lgw8+kOPHjxcohrVr10rDhg0lIiJCXnzxxRJdv14Qv/32m4wZM0b69esnl156qfTq1avIX4IFsW3bNnG73fLAAw+c8XsmTZokgAwcOLDQ52HFihUSGxsrrVq1kqNHjxbovT/99JPExcVJkyZNCnRPKCMjQ6666iqJioqS77//vqAhqxxkXt2fScGvKDS5B1F6ero8++yzctFFF4nb7T4tcVetWlW6d+8uzz77rHz22Wfy66+/ytGjR+XEiROyceNG+eqrr+SJJ56QOnXqCCAVKlSQBx98MN8S6pEjR2TMmDFSrlw5Ofvss2Xp0qUhOuKyY+DAgWfcln7BggXidrulc+fOkpGRUaT9fv755xIRESEdO3aUI0eOnNF71q5dKwkJCVKvXj3Zs2dPgfeZlJQk5513nlSvXl127NhR4PerP3m9XmncuLE0a9Yszx7fxUGTe4gcP35clixZIgsWLJBff/1VkpKSzrgE5/P5ZOnSpXLbbbeJ2+0WY4x06dJFxo4dK2vWrBGPxyN79uyRn376SZ555hmpXLmyANKrV69CX8KrvP3+++8SHR0tF198sRw7dizX9VavXi1xcXHSokWLM07G+Zk2bZq43W5p0aJFvsl6/vz5Eh8fLzVq1ChStVViYqJUqFBBWrZsmefxFpXH4wmbK8ycvP/++wLIrFmzgr4vTe6lzO7du+Xvf/+7NGzYMNeqnB49esjKlSudDjXszZkzR1wul1xzzTU5jpvzxRdfSLVq1aR27dqFKjHn5csvv5S4uDipU6eO/Pbbb6ct9/v98tJLL4kxRlq2bCk7d+4s8j4zrxquvvpqSU1NLfL20tPT5bPPPpN+/fpJu3btpEaNGmKMkZiYGGnUqJF07txZHn/8cVm2bJl4PJ4i789pHo9HGjRoIC1atAh6qV0k7+SuY8uUcLt27WLx4sVs2bKFGjVqULNmTc4//3zHRmIsiyZNmsSgQYO45ZZbeOONN6hSpQqpqamMGDGCcePG0bRpU2bNmsX5559f7PtevXo13bp1Y//+/Vx11VX069eP8847j6+++or58+ezatUqevfuzdSpU4ttGOapU6fSv39/rr/+ej766KNCjT20fft2XnzxRWbMmMGhQ4dISEigTZs21K5dm1q1apGSksKOHTvYtm0ba9aswefzUblyZXr27En//v258sorgzb0st/vZ+PGjaxdu5Zdu3axe/duDh8+TKVKlahatSrnnHMOnTp14txzzy3wtqdMmcKAAQOYO3cuvXr1CkL0J3NkbBmgK7AR2AyMzGtdLbmrku6FF17Iumpyu90SFxcnxhh5+OGHi6WEm5c9e/bI6NGjpX79+lkxuFwuueSSS+S1114LSgnx9ddfz2p95fV6z/h927Ztk8GDB4vb7Zbo6Gi5/fbbZd68eXmOFnr48GH56KOPpH///lKhQgUBpE6dOvLEE0/keMVSUD6fT1atWiUvvPCCXHvttVlVmpmPzKujzH1nPpo3by7/+Mc/zviK6Pjx41K/fn1p3bp1yKqdCHW1DBABbAHqA1HAL0CT3NbX5K5Kg6+//lpef/11GTlypAwePFiWLFkS0v37/X757rvvZPbs2UHtxJVpzJgxAkj79u3z7Tn8+++/y1133SVut1uioqLkvvvuK3AzUhE7zMf06dOla9euEhERIYBceOGFMnr0aFm2bNkZDSnt8Xjk559/ltdee0169+4tVapUyUrYF1xwgdx9990yceJE+eWXX067R5Keni6JiYny0ksvyZVXXikul0vcbrf07dtXfv7551z3uXv3bmndurW4XK6Qjj+VV3IPSrWMMeYSYLSIdAk8fzxwlfBcTusXtlrmeLqXA8fSMYDLGIyBmMgIykVFEO124XYZjDGICMfSvRw8lk5yqof4aDdV4qKpVC6SEx4fScfTSUrJwGUMMZEuot0R+EXw+gSPz0+EyxAZ4SIywpDh9XM83cuJDB8xkS6qxcVQNT6KGHcEAvhF8Pntw+sX0jw+jqZ6OJrmId3jx+UyuAITS3j9fnx+IcJlqBIbTUJsFBXLRRIZ8Wfc6V4/Kele0r1+XMbgcoHbZWOJcruIdLnw+gWv34/XL/j9gj/wpR0TGUFMZAQuA8fSvRw6nsGRVA9RbhcxkfZv5PMLGT4/Xp/gjjBEu11ERbg4keHjWJqXY+keYiIjqBATScVykcREuogKrANkHafPH/h7+f1ZMfhEiDCBbbpdpHv9HErJ4PCJDNI8vqzzGO2OoEI5NxXLRVIuMgKD/fu4XPZ8ul0m63wfTfOS7vFRLiqCclnHZ4hw2b9XSrqPY+ke0jx+IiMM7gj7OfD6Ba/Pj1+gfJT9jMS4I/D6/aR7/KR7/ZzIsOc11ePD7TJEuyOIcruIcJmTPmPG2N+j3S7KR7mJiXRxLPBZTDqeQUykiypx0VSJjQLgRIaPlHQvPr/Y92Pwif1sZXj9REa4iI9xU6FcJC4DqYEYvD772XC5DJEuQ7moCMpHuXEZ8PiEdK+PNI+f1AwfJzxePF67/QiXjTPzcyhC4LPgIjLClbVfj0/wi11u/0/tezP/ni4D8z7+iNFPjCDl+DGGPzSCTtf25OzadTHuSI4dPsDaH7/nm4VfMPfj2URFRTF48GAeeOhhKlQ5i6NpHsAQFeEi0m23awACsdkY/IiAMSbruDLPw5FDB/h+4Xy+/GQWq1f+hIhQvnx5ml94IXXq1KFO7drExsWTdPQ4R46msG/fH2zfvJEdWzeTkZEBQK0653LRJZfRoePVXHHlldSocQ4ZXnu+PT77/+cLJEOvz/7uMoaqcVFUi4/h8L49vPjyK0x+byInUlJoc1F7Bt19N3fcdgsRUTGkpHv5acUq7u57E8ePH+M/k9+nZ4/uRLsjiHAZfH57PKkeHwaDO3A+UzN8HE3zcCzNQ9W4aM6tUrgqtbyqZYKV3PsAXUXk7sDzO4GLReS+nNYvbHKft/Z/3Dft5zzXcRn7wfH5nb+3UBARgYRWHHG7DJSywz9J4E9Rqo+hOBkDQfi3zZUvJZlDi8ZzYv23gQBcRJSviC/Fzt7liokjrnlnKrTrTVSFhKD8r/lSj5G+61fSdqwl4+BOfMcO4D16EHwecEVg3NFElIsnsmodIqvUJrJ6PWJqN8VdoXqR9pv5t/alHSdl7Vcc++VLvIf2YNzRGHck4vchnnQi4qtQ/caniKpeL+u9mYWK/Ay98jxGXlu4+zUlcpo9Y8wQYAhAnTp1CrWNlrUr8eotLbNKHz5/ttKMx5dVcvGLULl8FFXjo6hULopj6V6SjqdzOCWDuBh3VqlZENI9ftK8PlzG4Ha5cEfYEmGGT/B4/US5XcRFuykfFUGqx8eBY+kcPJ5BeuA9BoiICHxDG0NMZAQVy0VSoVwkUREuBBurCLgD62V4/SSlZHAoJYNjaR48gSsGgNhoN7FRtoSaWRr2+WypK8NnSx+REbZ06c5W6gJI9/pIzfCT4fNRsVwkCbH2asXrt3+fdI+9Kolyu3C7XLYU67WluvJREcTHRBIbHUG618/RVA9HUu3VR4bPrmcgqyTidtlScmSEySr9uQz4/DaOdK+faLeLhNgoEmKjKBcZkXUe0zx+jgS2n71E7/X7s0pZIgT+jm6i3RGkeXycyPCR5vXh9wuBPxdxMW7io91ER9qrEo/PXtG4XfZ8ulyQmmFL6WkeH5ER9qoi2h1B+Sj7iImMCHyW/KR7fYjYK7LMKyIB/IHlmSX9+Gg3VeOjqBIbTbrXn3U1aAzERrkpF2WvQERs/YD9e5msv/uxNC/H0jxZVxaZVyyZJe90n5+0DHvMPr+f6MgIoiJcREe6KBdpS/RRbpeN029jzPxM2M+CLeFnfl6i3PZc2asRu44/UIL1+QOfM78fnx9b2h5wJTs2r+d/Wzfxx86tHNi7m5r1G9GwZXsSajfCi8kqicdG26uQCjFujDF4vPYzk/l/KkBk5tWw25VV+PD7hcgIF+WjIygfGYFPhKOpXo6meuyVjP9ivL4/r1C9fj8R+DmrUiwJsdFEu12kenykZvjI8Plxu8xJhSRv4EolOtJFVETEn5/VwOc18//HL8LB4+nsP5rOkVQPFctFUjk2iviYKzmeNpqffvgvP36zACM+YqKjiI+Pp3PvvpSvXDXr85rm+fMzb68Ubar1BeIvF2WvhuNj3NSvGleo/JefUl0to5RSZVleJfdgTfO+AmhojKlnjIkCbgU+DdK+lFJKnSIo1TIi4jXG3Ad8iW05M0lE1gVjX0oppU4XtDp3Efkc+DxY21dKKZW7YFXLKKWUcpAmd6WUCkOa3JVSKgxpcldKqTCkyV0ppcJQiRjy1xhzANhRyLdXBQ4WYzilgR5z2aDHXDYU5ZjPFZFqOS0oEcm9KIwxK3ProRWu9JjLBj3msiFYx6zVMkopFYY0uSulVBgKh+Q+3ukAHKDHXDboMZcNQTnmUl/nrpRS6nThUHJXSil1Ck3uSikVhkp1cjfGdDXGbDTGbDbGjHQ6nmAwxtQ2xnxjjEk0xqwzxvw18HqCMWahMeb3wM/KTsdanIwxEcaYn40x8wLP6xljfgyc65mBeQLChjGmkjFmljFmgzFmvTHmkjJwjh8KfKZ/M8ZMN8bEhNt5NsZMMsbsN8b8lu21HM+rsV4PHPtaY0zrouy71CZ3Y0wE8BZwLdAEuM0Y08TZqILCCzwsIk2A9sDwwHGOBBaJSENgUeB5OPkrsD7b8xeAV0SkAXAYGORIVMHzGrBARM4HWmCPPWzPsTGmJvAA0FZEmmHnfbiV8DvPk4Gup7yW23m9FmgYeAwBxhVlx6U2uQPtgM0islVEMoAZQC+HYyp2IrJXRFYHfj+G/aeviT3WKYHVpgDXOxJgEBhjagHXAf8JPDfAVcCswCrhdrwVgQ7ARAARyRCRZML4HAe4gXLGGDdQHthLmJ1nEfkWOHTKy7md117AVLGWA5WMMTUKu+/SnNxrAruyPd8deC1sGWPqAq2AH4GzRGRvYNEfwFlOxRUErwKPAoFpr6kCJIuIN/A83M51PeAA8F6gKuo/xphYwvgci8ge4CVgJzapHwFWEd7nOVNu57VYc1ppTu5lijEmDpgNPCgiR7MvE9ueNSzatBpjugP7RWSV07GEkBtoDYwTkVZACqdUwYTTOQYI1DP3wn6xnQPEcnr1RdgL5nktzcl9D1A72/NagdfCjjEmEpvYPxSRjwMv78u8ZAv83O9UfMXsMqCnMWY7tqrtKmx9dKXA5TuE37neDewWkR8Dz2dhk324nmOATsA2ETkgIh7gY+y5D+fznCm381qsOa00J/cVQMPA3fUo7M2YTx2OqdgF6psnAutFZGy2RZ8C/QO/9wc+CXVswSAij4tILRGpiz2ni0XkDuAboE9gtbA5XgAR+QPYZYxpHHjpaiCRMD3HATuB9saY8oHPeOYxh+15zia38/op0C/QaqY9cCRb9U3BiUipfQDdgE3AFuDvTscTpGO8HHvZthZYE3h0w9ZDLwJ+B74GEpyONQjH3hGYF/i9PvATsBn4CIh2Or5iPtaWwMrAeZ4LVA73cwz8E9gA/Aa8D0SH23kGpmPvKXiwV2iDcjuvgMG2ANwC/IptSVTofevwA0opFYZKc7WMUkqpXGhyV0qpMKTJXSmlwpAmd6WUCkOa3JVSKgxpcldKqTCkyV0ppcLQ/wN1gghC68sUcgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "i =0\n",
    "for m in range(len(test_loader)):\n",
    "        print('{}th class'.format(m))\n",
    "        for batch in test_loader[m]:\n",
    "                data,label = batch\n",
    "                data1 = data.to(device) #data1用于输入网络，类型为tensor    data用于画图，类型为np。因为不需要对data的数值进行改动所以进行了浅拷贝\n",
    "                # label =label.to(device)\n",
    "                data1 = data1.reshape(-1,1,101)  #CNN需要,FC时注释掉\n",
    "                pred = Net[m](data1)\n",
    "                pred = pred.reshape(-1,101,1)    #CNN徐，FC时注释掉\n",
    "                pred = pred.cpu()\n",
    "                pred = pred.data.numpy()\n",
    "                pred=np.squeeze(pred)\n",
    "                label=np.squeeze(label)\n",
    "                data = np.squeeze(data)\n",
    "                #利用plot画图\n",
    "                plt.figure(i)\n",
    "                plt.title('class'+str(m)+'sample'+str(i))\n",
    "                plt.plot(pred, label='pred')\n",
    "                plt.plot(label, color='red', label='GroundTruth')\n",
    "                plt.plot(data*100, color='black', label='data')\n",
    "                plt.legend()\n",
    "                figname ='./image_Mission1/imag_ {}.jpg'.format(i)\n",
    "                plt.savefig(figname)\n",
    "                plt.show()\n",
    "                plt.close()\n",
    "                i +=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "e3b95d8d6e207246d09e19daee9bbc5bbe4502ff924268508716ea3969933742"
  },
  "kernelspec": {
   "display_name": "Python 3.7.11 ('pytorch')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
